{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.plot import add_changepoints_to_plot\n",
    "from fbprophet.diagnostics import cross_validation\n",
    "from fbprophet.diagnostics import performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/kosh_dp_2019-11-21.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df['ds'] = pd.to_datetime(data['created_time'])\n",
    "df['y'] = data['likes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cap = 200000\n",
    "floor = 0\n",
    "df['cap'] = cap\n",
    "df['floor'] = floor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>cap</th>\n",
       "      <th>floor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2019-11-15 14:49:13</td>\n",
       "      <td>81554</td>\n",
       "      <td>200000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2019-11-15 09:50:24</td>\n",
       "      <td>75948</td>\n",
       "      <td>200000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2019-11-01 21:34:17</td>\n",
       "      <td>61475</td>\n",
       "      <td>200000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2019-10-29 10:46:55</td>\n",
       "      <td>118276</td>\n",
       "      <td>200000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2019-10-26 10:42:50</td>\n",
       "      <td>78847</td>\n",
       "      <td>200000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ds       y     cap  floor\n",
       "0 2019-11-15 14:49:13   81554  200000      0\n",
       "1 2019-11-15 09:50:24   75948  200000      0\n",
       "2 2019-11-01 21:34:17   61475  200000      0\n",
       "3 2019-10-29 10:46:55  118276  200000      0\n",
       "4 2019-10-26 10:42:50   78847  200000      0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1e2ff189208>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eon7ta+ZW/UFeakBaUHLpjmaoK0hI6pV0h6QfSnpC0q9IWihpm6R96fuCdK4kfU7SsKRHJJ1dcJ0N6fx9kjYUlL9T0p70ms9JJTZ3NTPrAKXu/o+8OLn7aSpZ8yaysqSaPVei3pbE/wS+HRGnAe8AngAGgXsjYgVwb3oOcDGwIn1tBL4AIGkhcC1wLnAOcG0+sKRzNha8bl2d9TUza5pyd//V3u1nrdWUlUYLzZ0rUXOQkHQS8C7gJoCIeDkiRoH1wM3ptJuBgfR4PfCVyNkB9Eo6BVgLbIuIwxFxBNgGrEvHToqIByIigK8UXMvMrONcvXYlWd0dATXd7Q+s6uP+wQt4atN7uH/wAvpKBKFmzpWopyXxFuAQ8DeSdkv6oqQTgTdFxDMA6fsb0/l9wIGC1x9MZeXKD2aUTyJpo6QhSUOHDh2q40cyM6vdwKq+pt7tt2O58HqCxFzgbOALEbEKeIFXu5aylAqw1ZZPLoy4MSL6I6J/0aJF5WttZtZEzbzbb8dy4fWkwB4EDkbEzvT8DnJB4ieSTomIZ1KX0bMF5y8peP1i4OlUfl5R+XdT+eKM883MOtbVa1cetywHNPZuv9zSHc1Qc0siIv4FOCAp/5NfCDwObAHyGUobgLvS4y3AB1OW02rgudQdtRW4SNKCNGB9EbA1HXte0uqU1fTBgmuZmXWkdm0O1Cz1Tqb7r8DXJM0DngR+l1zguV3SlcB+4H3p3HuAdwPDwIvpXCLisKQ/Ax5M5/1pRBxOj38P+DLQA3wrfZmZdbRa7/an2pioHZRLHJo5+vv7Y2hoqN3VMDOrSvHqsZDrpmpVK0TSrojoLy73jGszsw7Qrk2FpuIgYWbWAbzHtZnZDPfxzXu4ZecBJiLokrj83CV8auDMil7brk2FpuKWhJlZA1zx1w/w1R37mUjjvBMRfHXHfj6+eU9Fr2/HRLlKOEiYmdVp8+4R7v/R4cxjt+w8kFlerFNTZ93dZGZWp3KDyxNVZJC2eqJcJdySMDOrU7nB5a5pvsOBWxJmZjXKT34r11a4/NwlZY52PgcJM7MpZM2EBiZNfiu25q0LK85u6lQOEmZmZRTPhM5vGXrC3DklA0Rfhyyp0QgOEmZmZZSaCV0qQAi4f/CCFtSsNTxwbWZWRrUznts9+a3RHCTMzMqo5kO/e47aPvmt0RwkzMzKyJoJXSqp9bWvmTsjxiEKOUiYmZWRNRO6VMrr6IvjraxaS3jg2sxsCsUzodds2t6Ri/E1g1sSZmZVOv+0RZO6nDphMb5mcJAwM6vC5t0jfGPXyHFdTgJ+852dt+5SIzhImJlVIWveRABf3bGfNZu2s3n3SHsq1iQOEmZmVSg3byI/G3smBQoHCTOzKkw1ON0J+1I3Ut1BQlKXpN2SvpmeL5e0U9I+SbdJmpfKT0jPh9PxZQXXuCaV75W0tqB8XSobljRYb13NzOqVNW+iWLv3pW6kRrQkPgI8UfD808ANEbECOAJcmcqvBI5ExC8BN6TzkHQ6cBlwBrAO+KsUeLqAzwMXA6cDl6dzzcyabvPuEdZs2s7ywbuPG2sonDdRykxKha0rSEhaDLwH+GJ6LuAC4I50ys3AQHq8Pj0nHb8wnb8euDUiXoqIp4Bh4Jz0NRwRT0bEy8Ct6Vwzs6bKr/w6MjpGMHmsYWBVH/cPXsBn339WR+5L3Uj1tiQ+C/wR8Ep6fjIwGhFH0/ODQD4nrA84AJCOP5fOP1Ze9JpS5ZNI2ihpSNLQoUOH6vyRzGy2K7Xy60dve4i3XnMPy1LrAujIfakbqeYZ15J+HXg2InZJOi9fnHFqTHGsVHlWAMucDR8RNwI3AvT391e+oayZWYZyYwr5PavzrYvrLj1zRi0NXqyelsQa4BJJPybXFXQBuZZFr6R88FkMPJ0eHwSWAKTjrwcOF5YXvaZUuZlZU1U6pjDTMpmy1BwkIuKaiFgcEcvIDTxvj4grgPuA96bTNgB3pcdb0nPS8e0REan8spT9tBxYAXwfeBBYkbKl5qX32FJrfc3MKlVJBlNe1hpOM0kz5kl8DLhK0jC5MYebUvlNwMmp/CpgECAiHgNuBx4Hvg18KCIm0rjFh4Gt5LKnbk/nmpk1TX4/67HxCbpUalHwVym9ZqZSxMzqwu/v74+hoaF2V8PMpqHi/awBursEAeOvlP6s7OvtmfbjEpJ2RUR/cbmXCjczS7KymsYncsGhSzo2aF1sJk2eK+ZlOczMkqmymkp1Ps2kyXPFHCTMzJKpPuyzcvZn2uS5Yg4SZmZJJR/2ATN68lwxj0mYmSUDq/r46G0PlT1nwfzuaT9IXQ23JMzMCiyY3132+M9/cXRGp7wWc5AwMytw7W+ckUt7LWH8lZjxs6wLOUiYmRUYWNXH+395SdmJdDM55bWYxyTMzJLNu0f45D88xpEXx8ueN5NTXos5SJjZrJVfguPp0TF653fz818cLTuzGmZ+ymsxBwkzm5WKl+CYqvUAuZTXq9eunNEpr8UcJMxsVspagqOcmbA+Uy08cG1ms1K1g8+zqYupkFsSZjajFI4znFqme+j1Pd2Mjk3dxZQ3m7qYCjlImNmMUTzOkN9iFCZ/yFewVYTh7iYzm0GyxhlKbTE6WsFAdV5vT/lZ2DOZWxJmNmOUGmfIlxd2Rc0psz9EsU9cckbD6jjduCVhZjNGqUlup/b2HOuKGhkdI6DiAPGB1Utn7XgEOEiY2Qxy9dqV9HR3HVeWn/xWbcor5Bb7+9TAmY2s4rTjIGFmM8bAqj6uu/TMzP0eallvqZpxi5nKYxJmNqMMrOqb1D20efdIVWMQebNpjaZSam5JSFoi6T5JT0h6TNJHUvlCSdsk7UvfF6RySfqcpGFJj0g6u+BaG9L5+yRtKCh/p6Q96TWfk5y0ZmbVyY9FVBsgZtsaTaXU05I4CvxBRPxA0uuAXZK2Ab8D3BsRmyQNAoPAx4CLgRXp61zgC8C5khYC1wL95HYG3CVpS0QcSedsBHYA9wDrgG/VUWczmwVqzWLK6+3p5hOXnDGrB6zzag4SEfEM8Ex6/LykJ4A+YD1wXjrtZuC75ILEeuArERHADkm9kk5J526LiMMAKdCsk/Rd4KSIeCCVfwUYwEHCzMoonlBXTYAQcMXqpbN+sLpQQwauJS0DVgE7gTelAJIPJG9Mp/UBBwpedjCVlSs/mFGe9f4bJQ1JGjp06FC9P46ZTWO1ZDHlOUBMVneQkPRa4BvARyPiZ+VOzSiLGsonF0bcGBH9EdG/aNGiqapsZjNYPbvG3fdD32QWqytISOomFyC+FhF3puKfpG4k0vdnU/lBYEnByxcDT09Rvjij3MyspHoykmbTtqSVqie7ScBNwBMR8ZmCQ1uAfIbSBuCugvIPpiyn1cBzqTtqK3CRpAUpE+oiYGs69ryk1em9PlhwLTOzTFevXZnZDVEJp7xOVk920xrgt4E9kh5KZf8d2ATcLulKYD/wvnTsHuDdwDDwIvC7ABFxWNKfAQ+m8/40P4gN/B7wZaCH3IC1B63NrKR8VlN1uUw53XPklNcMiipTwzpdf39/DA0NtbsaZtZim3ePcPUdDzM+Udtn2oL53ez+k4saXKvpQ9KuiOgvLveMazOb1jbvHuGT//BYRXtUl+MlOLI5SJjZtJPvVhpp4ECzxyOyOUiY2bRSPFmuEbwER2kOEmY2bWzePcIf3P5w1ctslNNXZh9sc5Aws2mi1oX6pnL/4AUNvd5M4yBhZh2vGS0Iq4yDhJl1jMLVW09N3UBD/3yYr+7YX/M15wheKRFburz7wJS8M52ZdYTiPahHRsf4g68/XFeAAPjMb53FCXOzP+ouP3dJZrm9ykHCzDpC1uqtE6WaABXq7elmYFUfez91MR9YvfRYy6FL4gNe8bUi7m4ys7bbvHukoXMe8j5xyRnHHn9q4EwHhRq4JWFmbZXvZmq0D6xe6rTWBnBLwszaqp5NgrJ469HGcpAws5a64q8f4P4fHZ76xCr0dM/hukvf7sDQBA4SRbJS8PyHZ1a/j2/eU3emUhYPQDeXg0SB4jVhRkbHjvWVOlDYVGb7DUbxz3/+aYu4+5Fn6l6dtZSe7i6uu/TMWfU7bgcHiQJZfaNj4xNcv3XvrP9DnK0fgJX+3LP5BuPjm/fwdzv3HzdhbWR0rCmthp7uOfxi/JVZ9TfYbg4SBUrtb9uM1LxWK1xauUtiIuLY96kWOJutH4DV/Nwz5QajeG+G4kHgZownVEKCG37rrGn1u5wpvDNdgTWbtpcMCJ99f3v/QLPuaIGK7nJb8R97wfxuImB0bLzi4FOLVrZoSv099PX2TFoUbvng3ZlbZgp4atN7mlK/SpX6nRWXH52Y4CfPv9zWumbpniOuf987HCCarNTOdA4SBc798211/ScREBy/9HCpXbPmdYmXC7ZZLMzOqHWnrXwf7XX3PN6R/9mnMr97DvPmdvHc2Di987t5aXyCF8dfOXa8+HcGpfuls1pOlQStSjazKf7gL7f4XFZAqdVUNwpZv7PpzumsreMgUYFlg3c3uDbWCifMncPRiTjWhbb6LQv4wf7nGpp7X6vCwFeq5ZPVpz8brXjjiWy76rx2V2PW8h7XNmO9dPTVO+eJiLb0mZfy4vgrx+7ss8Y0mpUWOp2seetCvvZffqXd1bASOn5ZDknrJO2VNCxpsN31MatHfjA775adB9pYm/ZzgOh8Hd2SkNQFfB7498BB4EFJWyLi8Wa83xxg5vTmWqcqzKKbTZvoFP7/8ljD9NHRQQI4BxiOiCcBJN0KrAeaEiQ+8/6z+OhtDzXj0mbHnNrbc+xxflB9pumeA/nxcweE6a3Tg0QfUNgePwicW3ySpI3ARoClS5fW/GYDq/r4/H372PfsCzVfw+qTzxCr15teN68jM7x6uruOZSVBbtOb6TYm4XWSZpdODxJZewtO+gyJiBuBGyGX3VTPG2676ry2TRhqlZNO6OKRT65ryrXLpe8W31F+fPMebtl54FhW0uXnLuFTA2dOyvbpEhRmvnbPgRNP6D6WMbTs5B52PHkk8zpf27G/IUGnGsWpvBGUzG7KrznUKdlNntFsxTo6BVbSrwCfiIi16fk1ABFxXanX1JMC2wiVTFBa89aFPP7M88c+SIs/BKsl4AovcmZmdZiuKbAPAiskLQdGgMuA/9jeKpU3sKrPd19mNmN0dJCIiKOSPgxsBbqAL0XEY22ulpnZrNHRQQIgIu4B7ml3PczMZqOOn0xnZmbt4yBhZmYlOUiYmVlJHZ0CWwtJh4B/bsCl3gD8tAHXqVcn1KMT6gCuR6fVAVyPTqsD1F6PN0fEouLCGRckGkXSUFbO8GysRyfUwfXovDq4Hp1Xh2bUw91NZmZWkoOEmZmV5CBR2o3trkDSCfXohDqA61GoE+oArkehTqgDNLgeHpMwM7OS3JIwM7OSHCTMzKykWRMkJC2RdJ+kJyQ9JukjqXyhpG2S9qXvC1L5aZIekPSSpD8sutaXJD0r6dF21aPUdVpch9dI+r6kh9N1PtmO30XB9bok7Zb0zXbVQ9KPJe2R9JCkitesb3AdeiXdIemH6XoVbyLdwL+Nlel3kP/6maSPtun38fvpGo9KukXSa9pQh4+k93+smt9DjfW4QtIj6esfJb2j4FrrJO2VNCxpsKIKRMSs+AJOAc5Oj18H/BNwOvAXwGAqHwQ+nR6/Efhl4M+BPyy61ruAs4FH21WPUtdpcR0EvDY97gZ2Aqvb8W+Sjl8F/B3wzTb+bfwYeEOb/z5vBv5zejwP6G3Xv0k6pwv4F3KTtVr9/6QPeAroSc9vB36nxXV4G/AoMJ/coqr/B1jRxN/FrwIL0uOLgZ0F/w4/At6S/i4epoLPjFnTkoiIZyLiB+nx88AT5P6A1pP7T0X6PpDOeTYiHgQmbbEWEd8Datq6rlH1KHOdVtYhIuLn6Wl3+qo4E6KR/yaSFgPvAb5Y6fs3ox61alQdJJ1E7ibmpnTeyxEx2up6FLkQ+FFEVLwSQoPrMRfokTSX3Af10y2uw78FdkTEixFxFPi/wH+opA411uMfI+JIKt8BLE6PzwGGI+LJiHgZuDVdo6xZEyQKSVoGrCJ35/umiHgGcv8Y5O4GplU9iq7T0jqkLp6HgGeBbRFRdR0aUQ/gs8AfAd+0CqQAAALvSURBVK/U8v4NrEcA35G0S7m911tdh7cAh4C/Ua7r7YuSTmxDPQpdBtxSSx3qrUdEjAB/CewHngGei4jvtLIO5FoR75J0sqT5wLuBJdXWocZ6XAl8Kz3uAw4UHDtIBTeWsy5ISHot8A3goxHxs+lej3qu04g6RMRERJxF7m7lHElvq/Ya9dZD0q8Dz0bErmpf28h6JGsi4mxyzfwPSXpXi+swl1xX6BciYhXwArmuiKo08O9zHnAJ8PUaX1/v38YCcnfLy4FTgRMlfaCVdYiIJ4BPA9uAb5Pr5jla7XWqrYek88kFiY/li7KqN9V1ZlWQkNRN7pf8tYi4MxX/RNIp6fgp5O6Ip0U9SlynpXXIS10a3wXWtaEea4BLJP2YXBP6AklfbUM9iIin0/dngb8n18RvZR0OAgcLWnR3kAsaFWvw38bFwA8i4ifV1KGB9fg14KmIOBQR48Cd5PrsW1kHIuKmiDg7It5Frqt6X6V1qKUekt5Orut1fUT8ayo+yPEtmMVU0PU2a4KEJJHrp30iIj5TcGgLsCE93gDcNR3qUeY6razDIkm96XEPuf+QP2x1PSLimohYHBHLyHVtbI+Iiu8WG/j7OFHS6/KPgYvIdTW0rA4R8S/AAUkrU9GFwOOV1KGR9ShwOTV0NTWwHvuB1ZLmp2teSK5Pv5V1QNIb0/elwKVU8Tupth7pPe4Efjsi/qng/AeBFZKWpxbeZeka5UWVWRjT9Qv4d+SaVo8AD6WvdwMnA/eSi+z3AgvT+f+GXOT9GTCaHp+Ujt1Crn9zPJVf2ep6lLpOi+vwdmB3us6jwJ+069+k4JrnUX12U6N+H28h15XwMPAY8Mdt+vs8CxhK19pMynRpQz3mA/8KvL7N/18/Se7m5VHgb4ET2lCH/0cuWD8MXNjk38UXgSMF5w4VXOvd5LKjflTp36eX5TAzs5JmTXeTmZlVz0HCzMxKcpAwM7OSHCTMzKwkBwkzMyvJQcLMzEpykDAzs5L+Py/pQ7G4cQBEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=df.ds, y=df.y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 4 threads.\n"
     ]
    },
    {
     "data": {
      "image/png": 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qT7W9HmLTMBn5nW/htwwuu/Bm1mRnxGO5vU4KZCGESGWx/lVuPOOT6K+dk2qtImbtFcLdORo6Eecbtyds2ry3tx7LcQmZNpk+nYBhdxhjOS5768NU/egurtn9HkvO/zaXLzwnTivufVIgCyGEEEJ0oL1CuKl1oqlwTpbWic6YdrS1ImI7hA6NdwuZ7RfIdWGTrz25heM+/YDXn3uMp8afyeOTzmPzxMFxXHXvkgJZCCFS2f33R19vvjnx42PNFU/JtFYRs/YK4WRsneiM67pYjkPQdGgIm3h1BZ+u4mvjYbwmy/7nfYzaOv60/n4qMvL5j/OugwQf49YZKZCFECKV/e1v0deeFnLxjI81Vzwl01pFzDoqhJOpdaIrtuypBaAhYuHRVAZlejuN+fBAI0+8/FvG1B/gC5f+lFp/Ji99a2aXc364v6Hdecr9RQpkIYQQQohOpFoh3J6I5RI2bcKmxfCCDDztTKpoUhUwuOzDV1m89RV+PHMRrw+fCEBumqdL+VzXRVEUXLf9E/n6g4x5E0IIIYQQmLaD5Tjsb4wwJMvfaXEM8J1f/pVHSh7h9WHHk778R93O6bigqQp2YtXHUiALIYQQQgh4t6KekOEwKi+tazvAlsXjf/0vXEXhH8sfZPYJQxmY0XlLRksu0dP5akMmhu30bOF9QFoshBAilaWlJU98rLniKZnWKvpMW7ORe/P98VQTNHBxqQ2b5Kd3rT1iyC/vZfjej1k072a+fGq0teKZxVMxu7Ed7LouqgK6ptIY6XiUXDxJgSyEEKns+eeTJz7WXPGUTGsVfaKrh4T09P3xtq0ygOO66KqCpraeQGE5Lht31XDG6DwURSFz4+sMe+gXPD5pNk8dfzbfHxg9ECTD273Sck9dGF1VyPTppHu1XrmX3iAtFkIIIYQQ3dTWbOTefH9fC7eYa/zvijrClk1VwCCvjdaKkGlz1sOvc+O6D/jnjoNotbWM+c5SduQN49vnLOX7s47rUf7oUdY2GV6ddI/GpCFZMd1Tb5IdZCGESGV33x19vfPOxI+PNVc8JdNaRZ/o7iEhiXSoSH3Y5OMDjQzO8hE0bMKmg2m7hEyHYW2MW7v35U+a2ya+u+4D9rz3WzyVB7j00vsIeNM4riC9y7kPBg38usbntSHARVNVMn1auzvX/UV2kIUQIpWVlES/kiE+1lzxlExrFX2iaTby3Xff3aV2ie6+v6/UhUy2VTYSthx21YSoDppYjovtRA8Iacv/fXig+b9f/f6LDH9pPR/d8EO2DBkHwPhD7RWdsR2XA40Gn9eG0FUFn66Rpqt4NZUTBifO7jHIDrIQQgghRI90dzZyf89SNm2HPXVhTNulPmzhui6aqqCg4OBSmNN699hpMZ94wsE9/OqVx3hp5Mmc706DQxu+2f6OH+pzXJeKujCNhoWuRvdmPbpKuq6R7dc5YXAm6d3sXe5ribUaIYQQQogkkchTKdpSXhemPmwSMGwaIhYuLl5VxXRcXFwGZ/paxdzz0nYAvJbJcy/+kpDu5cov3oirRAvdW88t6jCn47psq2xEPbRjDODXVVRVIcuvMXFIVsIVxyAFshBCCCFEtyX6VIq2VAcM6sMW9WELy3YYmOmjKmDgui5jC9puk1j3wX4AVv37KcaXb+eii+9gb2ZB8/dnjMxtN1/YtNlxMIhX19AUSPNquK6LR9PI9unkpOldPnEv3qRAFkKIVFZQ0Pl7EiU+1lzxlExrFX2irakUiVwgh0ybsOVQHTRwXRg/MBNNVchP96AqHT8cd/7Ot/jGq3/mwOJrKJj7Fdi8p/l7w9toy2hSH7HQNIV0j4pP1/DqCpqiYDkuk4dlkeZJnLFuR5MCWQghUtlf/pI88bHmiqdkWqvoE4k0laIz5XUh9tVHqAkaDEj3UtDitLuOiuPXdhxkYLCW1Rse4KOBowjefhff9qfxwb4GNu+po+Q/ZqJ0EH8waJDh1clL96KrCrbj4tUVLJuEbKtoKbFXJ4QQQgiRgJqmUiRDD/Ke2jAAAcNmYH7rPuP23Pjs+/zfhl+RGwlw2ZX3cr8/eoLkQ5eciO2CT+94GJqmquSle8hL85Du1VAVGJDhpSGBTsxrjxTIQgiRym69Nfq6YkXix8eaK56Saa2iz/T3VIquqKgLYzku9WET03bQuzhrePPuWm54+6/M27mF68/9FtuGjGn+nq6pnRaQlhM9lS/No3H8oEzUFnkTffcYpEAWQojUVlaWPPGx5oqnZFqrOKbtrg3hutGxbse18yDe0RrCFr959Dk2/fMJnht7Gr85eR7D6d4hHg1hkxy/h5G5aUcUx8lCDgoRQgghhEhREcuhJmTi11W8nbRENJn361LW/N/9VPuz+dk3bgNFoZPn+AD4cH9D8xHWtgvZfp1BbYyOSwZSIAshhBBCdKCsrIwVK1ZQloR/c2DYDkHDpjA3rUvvf+Jfu/nFq6uYeHA3V37xRuZ/YRLQ8cN8wKHxbSqVAYOAYdEYsRg/MCMpd49BWiyEEEIIIdqVjPOOm2zeXYNpO+Snd23WcG3IZM8Ta/j1uxv42bRL2HbyTJaPzkNT4LrTR3UYWx+x8OkqAcMmaNoMz/bjdhiR2KRAFkKIVFZYmDzxseaKp2Raq4hJss07bmI7LkHDIWQ5jOri7vGbb7zH7158iM2Di7jjjG/w2pXT0FSFN79zVodxEcuhstEgy69jOS4KkOnTye3kCOpEJgWyEEKksj/8IXniY80VT8m0VhGTZJp33NI75XUEDZuQ0bWRarZpUXznjfhsk6/P+x7/vHEWWhfbIxzXJcfvQdcUNN/hmGRtrwApkIUQQggh2pXo844DEQtdU/DpR55KZzkuYctmdH7Xdo8jK+7lnD3v8c3zb+CsuTPRta4/pua4LmleFctxyfLpuLgUDejaxIxEJQWyEEKkshtvjL4+8EDix8eaK56Saa0iZr0977isrKzXCu4PDzSQ7tGZOCSr+VpVY4S6sIVhu/j1zo9zTn97Myf//gHWTjiLJybN5s2ZHfcbH+3zmhBjCjLIT9fx6yoHg2aXJ2YkKimQhRAilb3zTvLEx5ornpJprSKh9PZDf+5RT8JZtsOumhABw2JwprftoBbUhnpGLbuGPZkF/Mfsa0FRutxa0cSjqeT6dSYNzQaiDwcmu+Qu74UQQgghkkhbD/3FwjmqQP5gfwOW4xKxHDJ97e+DWo6LZTuMvPMH+Pbs5vILvkudP5NlZ4zuVn7LdqIHguSlN1+bODiLNE/nO9eJrM8L5CVLljBo0CBOPPHE5msHDx5kzpw5jBs3jjlz5lBTE/03Ddd1ueGGGygqKmLy5Mm89dZbzTGrV69m3LhxjBs3jtWrVzdf37JlCyeddBJFRUXccMMNuIf+Vaq9HEIIIYQQ/aXpoT9N03rloT/XpXmcWk3QwLAcGiIWBR2MdvvFq58x88HXePC6eyj4n6e4a+ZC3hg+EYCrpo/oVv7asEWaVyXLf7gYT4ajpDvT5wXyVVddxYYNG464du+99zJ79my2b9/O7NmzuffeewF4/vnn2b59O9u3b2flypVce+21QLTYXb58OW+++SabNm1i+fLlzQXvtddey8qVK5vjmnK1l0MIIYQQor80PfR3991398pMZfdQeew4LjsPhjBsl4BhtXuwx09e2s6f3i5nTO0+Hil5hNeGncA9My4F4ILjB3aY66MDjdSGTJwWfR2u61KQ3nkrR7Lp8wL57LPPJj8//4hr69atY/HixQAsXryYZ599tvn6lVdeiaIozJw5k9raWvbu3csLL7zAnDlzyM/PJy8vjzlz5rBhwwb27t1LfX09xcXFKIrClVdeecRntZVDCCGOKePHR7+SIT7WXPGUTGsVvS7Wk/WKi4u59dZbe+XBv6ZatbwuTNC0aYxYNEZs9Db6iD+pCvDs+/vQbYs/rb8fR1G5fN73sNVoO8SPz5/Qbp5tVY1k+jQOBCIcDJpAtE0jaDkMz/HHfB+Jpl/2wPfv38/QoUMBGDp0KAcOHACgvLycESMOb+0XFhZSXl7e4fXCFsPam653lKMtK1euZOXKlQDs27ePioqKXrrTzlVWVsYtV3+Te01Ncq8J7sc/jr52459rR9xnD+J7nD/WXD3Q459pP6w1Vkn5+9tDfXmvmzdvZuHChZimicfj4amnnmLatGmdxpSVlVFcXNzpe7ujsrKSOtNHUFWo0hSqGk0aDYuBmV6shgC1DYffWxexWfT0pwD858a1zNy3jUsv/AGfZw8C4CvH59JwsO1aKWTYaJaNqmt4LZf9dRZWupeAaaMpCgcrLUJ93HMc79/fhGoScY9+FBNQFKXb17tr6dKlLF26FIBp06YxbNiwbn9GLOKdrz/JvaYmudfUc6zcJ8i9pqq+utcPPvgA0zSxbbv5f8+fP7/d95eVlbFo0aI+Oao6bNpkO9GH4zyaCoQY7NUYmOk74n224/LlR6O73Wfvfp/b3nyakjMvwl6wgFMOBlk0ZTjnFBW02ZYRMCz21YYZkucj06ejKLDzYIha2wENhualMWZEflwOBYnn72+/TLEYPHgwe/fuBWDv3r0MGhT9t5fCwkJ2797d/L49e/YwbNiwDq/v2bOn1fWOcgghxDFl6dLoVzLEx5ornpJpraJXdfchu96eWtHSZ9VBABrCNoGIRdhyGJDRuh/41c+qaTRs8kIN/OH5X1A7fBT5j/2G22aP47GvnczscQPa7VkG8OkqigIzRuUxIjeNHL+OV1PxaCp+XU3qE/Pa0y8F8vz585snUaxevZqLL764+fqTTz6J67ps3LiRnJwchg4dyty5c/n73/9OTU0NNTU1/P3vf2fu3LkMHTqUrKwsNm7ciOu6PPnkk0d8Vls5hBDimLJtW/QrGeJjzRVPybRW0au6+5Bdb0+tANhbH6YhbGE5Lo4b3eWtj1iMyU9v9TfphuWw4aMD4Lo89uJDDAnVsv+3j+NkZHYpl4JCmkdtLqCHZPnI8Xvw6gpZPo1sf/vTMpJZn7dYXHbZZZSWllJVVUVhYSHLly/nhz/8IZdeeimrVq1i5MiRPP300wDMmzeP9evXU1RURHp6Oo8//jgA+fn53HnnnUyfPh2AH/3oR80P/j3yyCNcddVVhEIhLrjgAi644AKAdnMIIYQQQsSiOyfr9fZR1fsbIuw8GERTFSK2jRUyCVsOWFCY03rf8/F/7eblT6q55r2/89VPythz23KCk6d0K2eGN9paAdFWVo+mkO7RyU3TGZzl6zg4SfV5gbxmzZo2r5eUlLS6pigKDz/8cJvvX7JkCUuWLGl1fdq0abz//vutrhcUFLSZQwghhBAinnrzqOqIZRM0bXAhaNhgRGceH9133OSxNz/n+Ord/Kr0MXZNPYOqpcu6la82ZJJ71Ezlk4Zm83Z5HRMHZ5HRwWEkySw170oIIYQQIsVYtsOBxghh08GwHYKGw3GZfjJ8bU+QeG9vPV7LZM36+wl4/NQ+8hio3euuDVkOQz0qEctpvubVVWaMyovpXhKdFMhCCJHKpnTvr1L7NT7WXPGUTGsVCaesrKy55QJot/3Csh321kcYkZcGwIFGg4jlEDRsDNthRG7aESfYHe2ODR+z4rUnmVK5gzcfehJ9yNAurc+0HSobDdI8KvnpHpRD/zmWSIEshBCp7IEHkic+1lzxlExrFXHVsvhtq62irKyM2bNnYxgGmqahKAqWZbU5Ai5g2FQGogVyyLQPPZxn49UURuZl0Hgw0OFavrhjC999ax2Pn3Yxk+df1OV7CBg2jaaFpnoYmu0jy69T1Wh0/Q8hBUiBLIQQQgjRC1oWv+3NPG459s1xom0Lrus2j4Br+f6w5TS3Nnywrx7TdqkLm+Smedo8Ka+lt7Zs454/38t7BaMI/OSn3boP23HRFZWAYTMyL426sEkPjplIav0y5k0IIUScfOMb0a9kiI81Vzwl01pF3HRl5nHLsW8ej6fNEXCbd9dgWA4NERPHdQmZNqbtcqAxgt+jkpfWyWg1x6HwpmvJjoRYesktFB/f9QM2akMmlQEDv0dlQIYHjxatjFNw1HGHZAdZCCFSWYvDlBI+PtZc8ZRMaxVx01T8Nu0gtzfzePHixQBceeWVwJE9yK7rYlguluNQH7KA6O5xfdgiYr1qNx0AACAASURBVDkcV5DR6ToG/f63TN35Fted+x/sGDa2W/ewvzFCmlcjL82D36OS7ffQGLE7PEgkFUmBLIQQQgjRCzqbeXx0C8aVV17ZagScYTuELRvXhdqwiQuoikKjYTOkCzOH0z54j6E//U/WHXcaj5x8AU9/5aRu3YNHVcn16/g9KkUDooeJDM32pey84/ZIi4UQQgghRC8pLi7m1ltvbfMBva60YBiWS8RyiNgOITPaf9wYsQmbFp6jRrS9uquBaQ/8kz11IQCUUJAx376GA74srj7/BiYPy2ZMfnqX1+66LqqqkOP3MLUwl9xDrRyKoqAdYz0WUiALIYQQQsRBR8dOu67L23tq+XdFHSHLIRCxsV0Xx4FGw2J4dhpe/ciy7ZWdDQBsq4xOsxix/Db8n27nigtuojotmwWTu957DFBRH0FXYMKgzFZHVh9rpMVCCCFSWaynd8UzvpdOGouLZFqrSBgdtWB8WhVg58EQ6V6NdI9GwLDABcO2CRoWw9pocWiqYV0Xcp//KwP/tJr7pn2Fl0eeHM03Krdb6wuYFkMyfXg12T+VAlkIIVLZihXJEx9rrnhKprWKhNLWsdPltSE+rmykMNePqihUBiI0RGw0VSFsOeSmedE7KFqzDuxl1A9uYO/4E7nzjMsBWDpzJHnp3i6tqS5s4jguGR6d4wdntdqpPhbJn4AQQgghRJzYTrSVoqXyujA5fs8RkyIilk26R8WrKgzObL/QVR2bC++9GcU0OfuMZZhatG/4SycMbjemKmDw0YFoe4bjuuxriLC/MUKmT2NgRteK6lQnO8hCCJHKvvrV6Otf/pL48bHmiqdkWqtIKIbtEDBsbMdFUxUcxyVo2vhb7NoqRHeOMzwa2f6OZx7f8q+/MPLfm1g89zt8khftOVYVGJbjbzfmYNDAp2t8dKAB14U0r45lO2T79Q53qo8lUiALIUQqq65OnvhYc8VTMq1VJJQ33niDP657gcjFczn37DP56EADQcMmy3e4JFMViFhOpweCTNq5lbve+BNrJpzFkxPPbb7+4rdmthsTMm0c1yXDqwGgAH5dQfHojMzt+sSLVCcFshBCCCFEHJSVlXHRBXOJRAzWPPoLfv/0c+SMPYlBR7VQqIqC7TodflaoqoZbnribPVkDuHb2tc1P7J1bVEBOO7vOjutyMGji1zXy072oiomuRke4pXk0Bh1js447IvvoQgghhBBHKSsrY8WKFZSVlfXaZzbNQXac6BzkF156hUEZ3lYj1fy6ir+DVoeaoMGOy5cwoq6Sr8/7HnX+zObv3XfhCW3G2I7LgYZIdGc63YN+aN5xhlcnzaMxeVh279xkipAdZCGEEEKIFo4+8a6kpKTNgz+6ynFctlU28oUvfAGP14trGOgeD8VnnNXmvGG/R8Pv0dr9vCdvupcnPyzlR8Vfp2zY4YL4r0umtzu/eHdtiIjtMCTLh0/XGD8wk101QcKWTbbfQ1oH+Y5FUiALIUQqmz07eeJjzRVPybRW0UpZWVm7x0FD2yfexVIgVwcNdtWEOOe0mTz0x//l5VdKmXBqMVNPm9Htz3r1xU08VPIo/xw+kZ/O+Frz9dWLpjA0u/0H86xDfceZPh3XjV6bNCQLx+WYOyWvK6RAFkKIVHbnnckTH2uueEqmtYojdGV3uOnEu6b3tDzxric+rQoQtmwilsPxU6aTe9xJFOakdf+0OtPkjNu/jaOoXH7B97BVja+cNIQbzhxDpq/9km5fQxjbcclN8zA0y09d2MTvUaNHSEtt3CYpkIUQQghxzOjK7nDTiXdPPvlkzPkawhY1IROvphK2bAzLxnFA78Gu7aff/gGX7tvGpRf+gN3ZA/n9RaOZfNyITuMaIzYeVWVgho8ReWmMIK0nt3JMkYf0hBAilV1wQfQrGeJjzRVPybRWcYSm3WFN0zrdHV69ejWPPfYYs2fP7vHDepWNETRFQVUgaNgYttvphIomv3vzc8p21gCQ/vo/WbB+NasmncfTE87kiYUnMzKna4d6pHk0BmR4GDcwo0f3cCySHWQhhEhloVDyxMeaK56Saa3iCE27wx31IEPv9SGHLBuvpmK7LnVhC8txcNzO4yzH5dGyXQC8vXgSWf/vm2zPG8Z3zvl/XDRxMCcOzaa2qvPfwx0HA2R6Pfh0DY8cAtJlUiALIYQQ4phSXFzcabHbW33IIdNGUxVUoD5sYtlu80NyHSmvixa/HhWG33wDOcE6Zl52BwFvGt+fdVyX8ysoeHQFry7Nxt0hBbIQQgghxFG6stPc2TQMgLDpHOo3VghaNpYL0H6FHDZtIrbDzoPRAvm720oY+OL/8b2zv8nbg4/j5xdNJN3btZFsESuaO9Orc+rw3C7FiCgpkIUQQggh2tDRTnNXZyWHLYdsn46qgBVxsWyHgRntn1h3+Z/eZldNiGVnjOaE6s/50fpH+fuoKfxy6sUAnD02v0trD1s2e2rDZPt1ThqahSqj3LpFCmQhhEhlX/pS8sTHmiuekmmtok+07FGOGAZ/3fBSqwLZcaIFcdOcYRfISdMpyGj/4bpdNdGd44oDtfxp/c8JeHwsnnsjrqJ2eBDI0XYeDFKYk4bfo8khID0gBbIQQqSym29OnvhYc8VTMq1V9ImWPcqax0PBhFMprw0xPPfwCDXTceCograj8tZq8fTel//4IFMqd3Dhl+9kX2Z017ijg0COpqsqeekeThqa3f15y0IKZCGEEEKI7mrqUX6p5GUyj5vC6cXFvFNRj+W4jMpPB6Jj3dwWT+Q5rot+VLH67pZNbCl7jfwTT+f+D2wAvrhjC1e89gwPTvkS68dOB+D1ZWd0eW2u66JrKgpIcdxDUiALIUQqa3ryvrQ08eNjzRVPybRW0WeKi4s56dTpvL7jILqmMjDDy/v76rEdl7EDMqgKGEccCJLn9xzRC/zulk186+bbsfIKceuOQ8vM58w0gydeeIB3B4ziB2dfBUCGV8Ontz2i7UBjBJ+ukuP3NF+LHkyioEpx3GNSIAshhBBC9JDluLiHplJoqsLADB/bqhoZnZ9OeV2YTO/hUsurq+w8GCTdqzEo08cbb5RhXvyj6DeNEJcq73LXhg1kR0Kcu+AeInq0V/nFpTPbzX8waODVDhfIYcumMmAwPNvP2AFyMEhPSYEshBBCiGNaV8a1tceyHVp2FmuqAi4EDJuw5ZDlO7LUWvDkFgA233gW5UOnw55oW4X+4oN85/QTKdryGtfO/g+2DhjJktNGMHloNt52do+hdQvF3voIPl0jzSsP58VCCmQhhBBCHLOaxrVFIhFUVeXhhx9m6dKlXY63HLfNscY1IaPDB/Iq6sK8tNfh1AKVotp3+frSrzP9hzey46w5PDr5AtI9GtcWj+q0h7hlG0V1wMCwHYbn+Bl7qA9a9IwUyEIIIYQ4ZpWWlhKJRHAcB8dxWLZsGSeddFKXd5Itxzl6UAUu0TFr6R3s4P769R2oisLdX57GUG0KJ1x4Dlb+ADb/6L/g+c8ZnZ/WpQfsFA7X59UhgwyPRqa341FyonNSIAshRCq79NLkiY81Vzwl01pFh2bNmoWqqjiOA4Bt25SWlnZYILuuS8i0Sffq7KoJoR1Vx6Z7NKoCJiNz2x/L9uK2Kq4+bQSDs3wU3nILvs8+YfufnkUbNBD4nNFd2AF2HFC0aIm8vTKAqihk+nSGZvtlekWMpEAWQohUdt11yRMfa654Sqa1ig4VFxfz8MMPs2zZMizLQlVVCgoKOowJGDZv7allamEudWGLAelH7tZm+nTSPFqnReqiKcPIXf8cA9esZu91N9JwxtlkBw0AxuR1XCDbjsvntUGyC7IwbAddVcn06WT5dfye9nuWRddIgSyEEKksGIy+pvewHzGe8bHmiqdkWqvoVFPP8bJly7BtmxtvvLHdNouysjI2vFiCf8zJ+L9wJqqiNJ+U11LLa67roigK//PKxiPeU/2PvzPrlu8QOPlUKr53GwB56V7uuWACM0fldbjm7VWN6KqKooBH08j0aeT6PUwrzJVjpXuBFMhCCJHK5s2LvvZ0Xm8842PNFU/JtFbRJdXV1c19yIZhtNlm0fRAX9Pped5VzzDplGmdfvb3//Yh6V6N9R+azddUx+bUu25HsSx2/Pox8ByeYzx3wiDg8CEiU4vPZPLU0474TF1VQVNQgExfdE7ycQMypDjuJVIgCyGEEOKY1/LoaK/Xy6ymw2BaKC0txTAMbNvGBT59ZyOnd/Iw3+bdtZR+Ws3wnCP7kX9YtpZxez5nxy8eITJ6bKu4d7ds4trLvoxpGng8Xh5Z82xzkfzh/gbSfToej0a6Vyfbr+PiUpDuafU5omf6tUnll7/8JZMmTeLEE0/ksssuIxwOs2PHDmbMmMG4ceNYuHAhhhHtxYlEIixcuJCioiJmzJjBzp07mz9nxYoVFBUVMWHCBF544YXm6xs2bGDChAkUFRVx7733xvv2hBBCCJEkmo6OvvvuuykpKWm1e1wbMjnzrLPxer1omobH42H66Wd1OKPYdV0eLdsFwL6GSPP1BXs3cfe/nubgxV/l4FcXthm7pew1TNPAsW0s02BL2WsARCwHTVPwaQq6CgUZHsYWpJOb5m2z1UP0TL8VyOXl5Tz44INs3ryZ999/H9u2Wbt2Lbfccgs33XQT27dvJy8vj1WrVgGwatUq8vLy+OSTT7jpppu45ZZbANi6dStr167lgw8+YMOGDVx33XXYto1t21x//fU8//zzbN26lTVr1rB169b+ul0hhBBCJLji4mJuvfXWNnuPP60OMOnU6ZSUlPCD2/+TFb9/plXbw9H+XVHPOxX1HD8oE9uJDmPLjgT4zUu/xxxeyK57fk6rGXGHTC0+E48nWozrHi9Ti88EoDIQPQgkw6uT4dWZWpjLkGw/k4ZkyeSKXtSvO8iWZREKhbAsi2AwyNChQ3n55ZdZsGABAIsXL+bZZ58FYN26dSxevBiABQsWUFJSguu6rFu3jkWLFuHz+RgzZgxFRUVs2rSJTZs2UVRUxNixY/F6vSxatIh169b1270KIYQQIjm5rkt1wKAxbFFcXMySZTcx6ZTpncZ9Uh19mPPSk4c2fRC/KXmU/Or97HjwMZzsnHZjJ089jYf/9L8svuGW5vYKy3YIGDbpuoZXUzlhcJb0HPeRfutBHj58ODfffDMjR44kLS2N888/n6lTp5Kbm4uuR5dVWFhIeXk5EN1xHjFiRHTRuk5OTg7V1dWUl5czc+bhM8pbxjS9v+n6m2++2eZaVq5cycqVKwHYt28fFRUVvX/D7aisrIxbrv4m95qa5F4TW9rFFwMQ6sY/11reZ0/ie5o/1lw90dOfaX+sNVbJ+PvbU719r6btUlN5kB3hWpzGdP69p44sn05tqOO4iqoaAEb6ou2i3/iwlMs/epVnLrmGvFGjoGp/h/FDho/gnIsXMjTbR23VfsKmjWbY2LZOMKRSqYV75f6SQbx/f/utQK6pqWHdunXs2LGD3Nxcvva1r/H888+3el/TXxe4butzHBVFafd608Dvtj7raEuXLm0e8TJt2jSGDRvWrXuJVbzz9Se519Qk95rAbroJgI4HRrXWfJ89jO9R/lhz9VCPfqb9tNZYJd3vbwx6817rwyYZ9TqOTyPo9ZJd4CU/vfOT6oI0kOPXOWF0IWNrN/Kbkkf5x/CJVN54C2MGDGgzpuXkihEnTCE30yE3y0/YstlfE2JYvp9Mn8aADB/ecK38TPtIvxXIL730EmPGjGHgwIEAfOUrX+GNN96gtrYWy7LQdZ09e/Y0/2EUFhaye/duCgsLsSyLuro68vPzm683aRnT3nUhhDhmVFVFX9v5P+OEio81Vzwl01pFzCKWg64pRCybXTUhBnbxGOfqgEFBhhefa/PnDb/AUlXW3/5zvjam/eK45eSKFb9/mhOmRFs5dtWEyPBqZHg1RuamMyjLR0VFba/dozhSv/Ugjxw5ko0bNxIMBnFdl5KSEiZOnMg555zDM888A8Dq1au5+NBfY82fP5/Vq1cD8Mwzz3DuueeiKArz589n7dq1RCIRduzYwfbt2znttNOYPn0627dvZ8eOHRiGwdq1a5k/f35/3a4QQvSPBQuiX8kQH2uueEqmtYqYhQyb6IHOkKZ3fkJek+qgSUG6h2G/WMHUio/5f3OW4Rszut33Hz254t1NbwAQtmzSPBo5fg/HDchgQBcLdNFz/baDPGPGDBYsWMCpp56KruuccsopLF26lAsvvJBFixZxxx13cMopp3D11VcDcPXVV3PFFVdQVFREfn4+a9euBWDSpElceumlTJw4EV3Xefjhh9E0DYCHHnqIuXPnYts2S5YsYdKkSf11u0IIIYRIUvURE5+mkuVvXTb973t7qY9YLJ42otX3qoMGX6/bxpDfPMDzZ87nL+PPYIav/dLr1Jln4PF4MTHQPV4mn3Y6puOw86DBoEwfmT6tS60dInb9elDI8uXLWb58+RHXxo4dy6ZNm1q91+/38/TTT7f5Obfffju33357q+vz5s1jXtNpR0IIIYQQPVAftvHobe8a/+W9fXx0IHrs8+WnDm++HjZtrMpKfvjHu4iMOY51V/8Q3qsi06u1m6cubDFr/gIcB7668OuMPvFUDNshw6uR7dc5ZXhur9+baJucpCeEEEII0ULQsEj3Rksk13UJGBa5aW2fUlfZGEFTFR74x2cMzvJy3rjos1Vv7anlked/TU5DDR//4c8MIBeoIrOdHeQtm97k1iULMA0Tj9fDRQsWkebRsBwHr0djZF6aHAQSR/06B1kIIYQQIpEcaAjz5q4aLDs6Dcu0XWzHRW2j79iyHQ4GTb5x6nAmD8vmRxs+5p3yOgDSnljFJZ9u5PMf3EnopJM5a2wBl5w4hOMKMtrM+8Zr/8A0TRzHxjJN/lX2Gtl+HZ+ukZ/uIbuD1gzR++RPWwghUtm11yZPfKy54imZ1iq65fPaEAeDJg0Ri7x0LxHLafe0u6qAgQsU5vi5YmohV//533z3ua08PS2Ny//wCzZOmI5n6fUADMjwcvt54wCwHfeI3eC6sMm008/kqd/+EtOITrCYcMpMPnl3CyWvvMKXzj+P6SO/0Of3Lg6TAlkIIVLZwoXJEx9rrnhKprWKbqkNWWT6dKoCBnnpXsKW3e57DzRGDwAZmOkjN83Dg18+kW/9YRMjrltGg+5n/S0/42L1yL+sN22HT6uDHD8oE4jOWI5YDhef9wWmlpRQWlpK0ZTT+PhAgCu++iUMw2D1Qz+npKSkzSOwRd+QFgshhEhlu3dHv5IhPtZc8ZRMaxUdKisrY8WKFZSVlRGxbCzHJduns7c+Ahwe8daWA4HoewZlRidLDM/x8+uN/80J+z/jqrnfYdKUca1iHBf8uortuEQsB8txKR6dT2FuGsXFxdx6663MmFHMx29txDSiI98Mw6C0tLQvbl+0Q3aQhRAilV1xRfS1p//nGs/4WHPFUzKtVbSrrKyM2bNnYxgGXq+XZ9e/AEPG49VVahsjhEybBsPCq7VdIlce2kEelOkDILvkBRa8+gy/OuUinh87jbsK0lvFuK6LT1cJWzYNEZvTRua2egDQq6ucOvMM/vKYt3lts2bN6t2bFx2SHWQhhBBCHJNKS0sxDAP70C7tK6+80vw9RYGDQYMDjQY+/cjRbH/bup9PqgJUNhp4NYUcv45+YD+jb15G4PhJ3HLWYuadMKjNA0Vs18Wna+xvMDh+UAYDDxXXLWmqwoyZxZSUlHD33XdLe0U/kB1kIYQQQhyTZs2ahdd7eJd24tRi/IcOG0vTNbYdaMSw3SMmSLiuy90vbiPdqzMi18/ADB+K6zL6u9ehNTay86m/8uLoce3uOodMhzSPhqrAgIzWxTGArirkpXk4obhYCuN+IgWyEEIIIY45n1YFyBw1kT8/t563N77OOeecQ7CgiPRDB3mkezUqAwYDjzrWOWQ62C40RCy27m/kkhOHMGjVI+T842V23fNzwuOPp3VjxWHVQYNReWn4PSpeve2/yM/xe8jwSonWn+RPXwghhBDHlOqAwUcHGkn3qGjDT2DW10/ihMFZbPq8pnn8mqooDD7U/lAVMPikKsDMUXkEzehUiyumFrKvPsy3M2oYfu9yauZeSNU3vtlpbr9HAxTSPBqedg7+UFUFrxwK0q+kQBZCiFT2ve8lT3ysueIpmdYqjmDaDu+U15GbpuPXNbKBA40RdlQH2y1Y//RWOX94aw+vXnc6AcMCYPzADG6aOogTLjwHK38Au372YLvzkiOWQ03IYFCmD5+moCqQ6dXRNXkULFFJgSyEEKnsoouSJz7WXPGUTGsVRwgaNpbj4NcPT47I8GrsqQsxJKvtnuDddSEcF3bVhHBdF4B0j0bhj2/D99knbFuzDjsvv83YgGERPtR3HLEcNEVFQWHCoTnIIjFJgSyEEKns44+jrxMmJH58rLniKZnWKo7guC7uUZONM7w6mqLgaWdHt6IuDMBn1UEyDvUon/j6Cwxc+yR7r7+JxtPPajdf0HSYWpjDnrow1Y0RNFVBUSDnqNFuIrFIgSyEEKnsW9+KvvZ0Xm8842PNFU/JtFZxBNtx27we7Q1uW8WhQ0M+rQ6weXcdU6xazv3ZbQROPpWK797aYT4FF6+mkuPTKa8NNT8EKBKbFMhCCCGEOGZE6+O2i+S2NIQtGiLRvuP/fW8fjaEIn738IIpt89mvfweejneCXRR0VSHDpxOxHbIUnfaevysrK6O0tJRZs2bJeLd+JgWyEEIIIY4ZjuuitHt4dGvl9dH2Cp+mUh+x+NUHzzHq/c3s+OUjGKPHdOkzdE3Br6vg0txicbSjT/WTw0H6lzw+KYQQQohjQtCw2F0b6lZMxaEC+bSRuRRXfMiyl5+k+ssLOPiVhV37ANdFV1V8uopHU9FUhSFZ/lZvO/pUv1Jp3+lXUiALIYQQ4piwuzZMfdjqxv7x4Qf0vn/KAJ4v/TXmsEI+/8n97Y50a8lxXVRVQVMVfLqKz6MyONNHYW5aq/c2neqnaRper5dZs2Z1Y5Wit0mLhRBCpLI77kie+FhzxVMyrVUA0fnHu2qCmLaLr51joNtSXh8mw6Ny+s9uJ7tyLx8/sx4nO6dLsbbjRlsrAEVRyPRqePW2cxcXF1NSUiI9yAlCCmQhhEhl552XPPGx5oqnZFqrAGB/fQTHdTFsB4/a9UkSFXVhrvv0nxQ89xfKb76dwNTTjvi+67pU1IfJ8OrkHhrd9u6WTWwpe41J005n+swZze/N8XvQ1fb/8r64uFgK4wQhBbIQQqSyd96Jvk6ZkvjxseaKp2Raq8B1XT6tDpDt81AXCpGmt1+krnm7nPx0D3MnDALAs+NTfvzXB2mYcTr7rr+p1fstxyXLp5Pp09nfGKHiw3dYdvklmKaBx+PhT8+uZ9qIcwAYnOXD10FukTikQBZCiFR2443R154+8BPP+FhzxVMyrVUQthxClk2mT8erqWR42y5/9jdE+PmrnwFw/viBKIbBz9bcg6vp7PjVb0FrvfNsOS6ZPp2phbnsrg3x55X/wDQMHMfGBN7e+DpfmRstkAdmtn1Sn0g88q8xQgghhEhpLQ8HGZmX1u5hHc9/dKD5v394oJG8n93D9H3b+csNd2EOK2wzxrQd0r0aqqowKj+db1z8RTxeD5qm4fF4mHPuOb17MyIuZAdZCCGEECmtq7OP3y6voyDdQ23YouLZ9Yz53UOsPOl8gl+8qN0Y03aP2JE+b9ZZ3Pf4M3y4ZSOTTzuds886o1fuQcSXFMhCCCGESGmOC24nh+c5rsu7exuYPW4AoYp9LL7vdqqHj+amWdfweE7rucXNcbikHXVM9cRTpnPiqacxLLv9uLbISXqJQwpkIYQQQqS0aItFxxXyZ9VBGiIWBZFKrnridvKCdSy7/n6Chr/jQtdV8B41Nk5TFEKWTX6Gt8trlJP0EosUyEIIkcp++tPkiY81Vzwl01qPEabtHOoHbl3aOK5LZx0W/9pdC0Da96/gzMaD3HT2En5nFDB5aFarHWLXdYnYDn5dA4VWkykGZ/nYXhUgs51e57a0dZKeFMj9RwpkIYRIZaefnjzxseaKp2Ra6zHiYNBkf0OYycNaH+KxuyaEVztcxG7eXcv9r37KiNw0xg/IYMHkobzySTXFVR/zs8aDbAAeVDUmKgd46JLWP+uQ6VAfsVAUizSPFi2UWxia46cqaLT7MGBbmk7Sa9pBlpP0+pcUyEIIkcreeCP62tOCLp7xseaKp2Ra6zEiZNpU1IeZNCT7iOvVAYO9DWGGZB1uk1i58XMONBgYlkvpJ9X8a3ctH35exQcvPkw9sERV8Wz8Azd/Z0GbRa7jugzP8TMg3YtHU1DVI7enc/0eJg3OQunCcdRN5CS9xCIFshBCpLLbbou+9nRebzzjY80VT8m01mNEwLAIRGzqwmbzNdd1+XB/Azn+wyfcvfDGFt6yT+SGM8dw5bRCflu2i8fe/JxfvfoEY/bu5MU77uYrhsHU4jOZfNSpeU1s18WnqRTmpbX5fVVVGNCDmcdykl7ikAJZCCGEEEnJdd3mXdpAxManq1Q2GmQd+v6BhggNEYtBmT7e3bKJay/7MpGzr4EJ4yiyyoFCFk4ZRuWf/5cb3vkb+5d8i/yly/hmG7lqQyaZXg1dU3Fd8Ohd3x0WyUcOChFCCCFE0jEsh3f31jf/74Bpk5vmobw2hOu6OI7Lx5UBsn3RvcAtZa9hWBZMOBvl43/w8ebXARhQX80fX3qQA8edQPmty9vN1xixCJg2EJ2KoatSQqUy+ekKIYQQIumETJuqRgPDcnBdF8Ny8OsqEdshZDocaIwQMCz8hyZQTC0+E09GDnh8qLXlTC0+ExyHMd+9Dn8kTOVvf4/ra7stwnVdfB4V03aAaA9yy4f+ROqRn64QQgghkk7ItKmLWARNG8N2cAFFUVAVqAuZfHygkWz/4U7SyVNP4+5H/wDAld+86Sd0ugAAIABJREFUhslTT2PQ735D9j9fYfeP7iE8/vh2c5m2i0dTcVFwXRcXyPJ1v0u1rKyMFStWUFZW1u1YEV/SgyyEEKnsgQeSJz7WXPGUTGtNUfVhC9NyCEQsNMXTfD3Dq1NeGcKTncGgo3aER4yfBP96mxMmjCP93XcYft9d1HzxS1RdflWHuQzbId2jUWdb1Ecshmb7yPJ3r4SSg0CSixTIQgiRyqZMSZ74WHPFUzKtNUXVR0yyfDoHg0a0jeLQWdJpHo2AYTPK72kV0xiJ9hDnWmHGfPsarIKB7LrvV9DJODbTdhie46c+bBI2XcYWZHR7vXIQSHKRAlkIIVLZSy9FX887L/HjY80VT8m01hRVF7LISdM5GDQZmOk7YubwoExfq9PtAFa9+j4Ap95zM76dn7FtzTrsvPxOc1muS5bfQ7pXJ82jkd1G8d2Z7hwEUlZWJvOQ+5kUyEIIkcp+8pPoa08LuXjGx5ornpJprSnIsKLHSuemeaiMRKgLm6idTF17qmQjb1Y6LNj2GlNffYF/f3UR1ulndTnn/2fvzsOrqs7Fj3/3GTPPDIEwGlREcADFWG2jSFHaYlvn9hYsKq3aKtp6na4Ways4tVi1tFQvotfqr9pWrHOlpq1tEAErKg5RQcgAZD45457W74+dHBKSk4QEkpz4fp4nT2Bnr7PWIoeTN+u8611+j4ui7FTy0w88OIbeHwQiqRhDw6Bu0mtqauLcc8/lyCOPZOrUqZSXl9PQ0MDcuXOZMmUKc+fOpbGxEXB2kF511VUUFxczY8YMtmzZEn+ctWvXMmXKFKZMmcLatWvj1zdv3sz06dMpLi7mqquuQrW+/SKEEEKI5BU1rX1pEQrqwzrebsqumbbi4XeaGR/Yy+/++iAbXG4enjj5gPr0e1xMyk/r0+pxm5KSEm688cZuA96uUjHEwBvUAPnqq6/mzDPP5IMPPuDtt99m6tSprFixgjlz5lBRUcGcOXNYsWIFAC+++CIVFRVUVFSwevVqLr/8cgAaGhq47bbbeOONN9i4cSO33XZbPKi+/PLLWb16dbzdSy+9NGhzFUIIIcTBEdYtoHXRS4OYYeN1J15C/tM7NTTZfv7vxV/gUjYX+1M57pQv9aqvtsU1/wCVdWtLxXC73T2mYohDZ9AC5EAgwD/+8Q8uueQSAHw+Hzk5Oaxbt45FixYBsGjRIp555hkA1q1bx8KFC9E0jZNOOommpiZqamp4+eWXmTt3Lnl5eeTm5jJ37lxeeuklampqCAQClJSUoGkaCxcujD+WEEIIIZKDbatO7wDXBmPxgNXvdhHSLTzdBLCPbarkwfef5dSqbaw942tc//s/JjxGen+mrUj3eXD1lMNxkLSlYtx+++2SXjGIBi0H+dNPP2XEiBF897vf5e2332bmzJncd9997Nmzh8LCQgAKCwvZu3cvAFVVVYwbNy7evqioiKqqqm6vFxUVdbouhBBCiOSxsymCz60xJjs1fq02qJPucw4ASfW62RvUKewmgD2y4m2WvLKW+m+cR8bCS9hc/jpAl0GyYdlUB2JMyHX6i5k2Wal9T6voi5KSEgmMB1mPAfIDDzzAt7/9bXJzcw9qx6ZpsmXLFu6//35mz57N1VdfHU+n6EpX+cOaph3w9a6sXr2a1atXA7B7926qq6t7O41+q62tHbC+BpvMdXiSuQ5t7p/+FADrAF7X2s+zL+372n9/++qLvn5PB2Os/ZWMz1+A7bVB5w8jMgAnYG2obUKl7Qtac2xFU10w/vdgU0P8z65AM//73D3UFYziT3PPZOmFZ2MYOl6vj7t/s4ajjjmuQ3+NYQOfR2NPzIXf46IlapKSnUK1FjqEs+ybZP2e9sVAz7XHAHn37t2ccMIJHH/88SxevJh58+YlDDQPRFFREUVFRcyePRuAc889lxUrVjBq1ChqamooLCykpqaGkSNHxu/ftWtXvH1lZSVjxoyhqKioQwJ7ZWUlpaWlFBUVUVlZ2en+rixZsoQlS5YAMGvWrIT3HSoD3d9gkrkOTzLXIayP443Ps7/zPZD2g/Rv26fvabI9D1ol3fMX+DBch2nZFBaOQNM0aoMxMsI+ctJ93bbLKRgFSjH+lhvIbanj/pse5ZMdH2KYBrZtY5oGH76/jZPnnBlvo5TCSDE4fEQ6FXUhctJ9GEGdCWOzGJ2Vcqin2ifJ+D3tq4Gca485yD/72c+oqKjgkksu4ZFHHmHKlCncdNNNfPLJJ/3qePTo0YwbN44PP/wQgPXr13PUUUexYMGCeCWKtWvXcvbZZwOwYMECHn30UZRSbNiwgezsbAoLC5k3bx6vvPIKjY2NNDY28sorrzBv3jwKCwvJzMxkw4YNKKV49NFH448lhBCfG3/5i/ORDO3729dASqaxJjHTsokaFqatCOnOIR9OxYreLdTlPf0kI55/hp+c/C32TjuOmSWn4PU6G+A8Xh8zS07pcH/MtMlO9TAq04/d7nqK132wpiSSRK9ykDVNY/To0YwePRqPx0NjYyPnnnsuc+fO5a677upz5/fffz/f/va30XWdyZMns2bNGmzb5vzzz+fhhx9m/PjxPPXUUwDMnz+fF154geLiYtLS0lizZg0AeXl53HLLLZxwwgkA3HrrreTlOUW/V61axcUXX0wkEuGss87irLPO6vNYhRAiKd17r/P5a18b+u3729dASqaxJrGIYbe+a61oiRpk+D3sbdFJ6yJgrQlEGZ2578AQ//ZPGH/LddTNKmHFCedwq9fNjGNOZNUTz7C5/HWOO+kLnXKQQ7rFlBEZpPs9pHlcxEwbUKR0ceiIGN56DJB/9atfsXbtWgoKCrj00ku5++678Xq92LbNlClT+hUgH3vssWzatKnT9fXr13e6pmkaDz74YJePs3jxYhYvXtzp+qxZs3j33Xf7PD4hhBBCDJ6IYaFQpLrd1IZ08tP9hHWTERn+DvfVBKKcveZNfjrvCM48ciSaoTPph5ehvF5euPFu7H81kNG6qW/GzBOZMfNE9rTE2BOMMardY1lKkdua2zw2J4W3qwJMGZEuK8ifQz0GyHV1dfzpT39iwoQJHa67XC6ee+65QzYwIYQQQny+BWMmHk0j1eemLqjTkm3uOyCknU/rw9gKXv6oljOPHMnkVfeTvvUtPv7NWu7+xCA/zcsJ43Pi9+umTZrPTW6al92BGAXpPkxb4XW7yPI7oVFBup90n4eJeWkDNl8xdPQYIP+0daduV6ZOnXpQByOEEEII0aY6ECXN58bj0ohZNtXNEbo6D6QmEAXgjc8a8Zb9jQlrH6L2W4t4YtJJvPvyh/xk7uGk+/aFPC0xkyNGZjA2O4WYYdMY0dHQGJPlj9c7zvJ7OGZsVr9OzhPJS5JqhBBCCDHk7G2JEoiapHic9AZNg7pQ1/nHVYEYAJnBZiZdcznhCZP46Iafcv/r2zlqVAZfOWpk/F6lFJaCkZl+PG4Xx47NxuNyDhsZlbmvUoXLpVE4RCtXiENv0A4KEUIIMQAeeyx52ve3r4GUTGNNQjHT4p2aFnLaHdDhc7sIxEzGdhG01gSiFGX5+e1fHsDf3MhbD/yWNdsaqA3prPjKVFzt0jIihk1empfU1kDb53Fx3NhstlYHyE6RsEg45JkghBDDWbuTRod8+/72NZCSaaxJ6MO9QWyl8LerHpHh86DUvkO/XvpgL4VZKRwzJovqQJSr3n2J+RUb+O85l3HU6MN47IXPOPOIERwzJqvDY1u2It3X8Q307FQvJRNzuz2uurfKy8spKyujtLRUTsNLYhIgCyHEcPb//p/z+YILhn77/vY1kJJprElAKRUPfPe2RNnVFOlQXQLA7dLiK8pRw+L2v1Zw1OgMfnfeMWRVfMBV637NjhO/yD0zvsLo16pwaRo/PGVSp74spboMhA9WcDxnzhx0Xcfn87F+/XoJkpOU5CALIcRwtmqV85EM7fvb10BKprEOUablHMWhmzabK5sAsG3FOzUt5Kb6uj21d1NlMzHLZmtNC/V1Taz+853E0tKpu/+3pPm91AQNLj5hHKMy/Z3aKqXwug5N+FNWVoau61iWha7rHU76FclFAmQhhBBCDKhA1GBLVTMApm0TM22UUrTETHTL7pBa0ZV/72gAnHQJ3803Mr3+M168/i60wtGcXlxAYYaX/5o5tsu2lqLXJ/EdqNLSUnw+56Q+n89HaWnpIelHHHqSYiGEEEKIAaWbNhHDOTrasiFq2hiWojFi4O4heFVK8a8djZw0Pocx/3yV0hef5JfHLyBvzlwAbppTTN3ePfHqF108At5DdDJeSUkJ69evlxzkYUACZCGEEEIMKNNWRA1n1bhtBVm3bKqbo6T3cGpdVSBKVXOUyyf6uPLlX/GfEZO44ZRFPJftVLfwul2kehMHwAo6VLU42EpKSiQwHgYkxUIIIYQQAyqomxiWs2ps2YqoabOzMUJjRO/xWOdtu4Noymbxg7eQpke5aP6P0VL85KYmPtBj6+aNrHngF2zdvBHQujxsRIj2ZAVZCCGGs6efTp72/e1rICXTWIegqGG1BsYWLTGLmGnxWWOYgvTOm+r29/7eINdtWUfhxn+y5da7+CA4jklZ/oSb+rZu3sj3LliAaeh4vD5+svoPnDj+zIM9JTHMyAqyEEIMZwUFzkcytO9vXwMpmcY6BMVMG0spdjZGqA5EyUv1MTLDj6c3m+c2b+Jnrz9G41lfw158CUXZKUzITevy1q2bN3Lvspsw9BhKKQw9xqZX/owsIIueyAqyEEIMZ4884ny++OKh376/fQ2kZBrrEBQzFR6Xi+aoQVPEwJOg7NoHe4Nc+ad3WHvRsRRlp6IFW7h1zTKas/KovPM+NJeL+79xdJdVL7Zu3sjlF32dWDTS4XpBho/slMTpGEKArCALIcTw9sgj+4K5od6+v30NpGQa6xAUs2xGZvjYG9QJxExSElSV2LizieaoyYYdjQDk3/zfTG6s4Znr78bKyQVgXE4qIzM6p2ZsLn8dw9A7XPP5fCy++GJch6jMmxg+JEAWQgghxIDSLRuPS8OwFG7NRYa/6ze0K+qCALxVHSD3L39mwp+f5I7Z55F6xuk99jGz5BS8Xqcmsdfn45v/dTFlZWVSYUL0iqRYCCGEEGLAmJaNskHTNEzbRqnE935UGwKgblsF49cs5ePDjuaOL1zE3/K7zjlub8bME1n1xDNsLn+do2aVUHLyyRw3NvtgTUMMcxIgCyGEEGLAmPa+iHhsVkrC+2KmzY6GMAV+FyvXLkdZNj++8GYmZWXjdffuDfAZM09kxswTCcZMPJJVIQ6ABMhCCCGEGDCWrUBzguREqRUA2xvCWAoeqniOU6rf58/X383f7Gzmjszo8v6tmzeyufx1ZpacwvgJEzp8zVYKd4KNgEJ0RQJkIYQYzl54IXna97evgZRMYx1i2q8gd+ej2iAnV21jwZ9W88S007ivcDYtO5uY2kWA7FSsOBtDN/D6fNy96n85ec6+Wse2AomPxYGQp4sQQgxnaWnORzK0729fAymZxjrEOAFyz/kOVTt28/sX7qUuM5tfff1y3tjZBMDUUZmd7t1c/jqGbmDbFqah85/NG+NfC8ZMgrrZuxrLQrSSAFkIIYazX//a+UiG9v3tayAl01iHGNNW0MMisrJtvvHALYwJ1rOgpZk3X/szAF63xmFdbNCbWXIKXp8Xl9uNx+vl2JknAk5qRcSwKMpOJdXT/RHWQrQnKRZCCDGc/eEPzucrrhj67fvb10BKprEOMXuDMbzu7ldz37nzAb773uvcNG46G3a9g2vXu3ASFOend7lBb8bME1n+v0+z6903GXf0CRx1ZDEAjRGDSfnpHJEgb1mIRCRAFkIIIcRBp5s2EcMiO3XfqXWBqEFlU4QR6b74tahh4XZp8cD3+Wf+ybUPLWfL5On8supj3G437obPUC6YNrpzekWbqceewHe//mXKdzRAtAnTVigFE/NSD90kxbAlAbIQQgghDrq6kM72hhBfmJQPgFKKD/cGSfW40bR9K8inPPhvjhiRzuPfPp4/bdrBN35+LbbPh/b47/n17up4ZQrX2KmMyep8Yl5b9YrDjp3Nl4+YT16aj7oWGzNiUFyQhl9SK0QfSIAshBBCiIOmPhQDNLxujaaIyY76MLlpXkxbURvUGZXp5/tPb+VLh+Vz0XFjAfiwNoRSijF3/5xZez7mo988ij22iBlji5jRmk+8P1sp3thQzo8XnYuh63h9Xk6a+DcmHHUsO3aZ5Gka43NlI6XoG9mkJ4QQQoiDZntDmH/taGBnY4SoYfHe7gAVtSHe39NCVooHpRSbKpu59++fdminv/wKV5Y/zYYzz6dl/td67Kc5YrDx369j6Hpr9QqDsrIy8tJ8uDSNw0d0na8sRG/ICrIQQgxnZWXJ076/fQ2kZBrrAFJK0Rg2GJXhpz6kk5fmJcPvoS4cQykYmeEnEDXi98dMG4CCcDNH33At2/LGUfOTOxjfi74MW/HFL36JP/z2lxgGeL0+SktLSfG6ObwgnbHZiU/pE6InEiALIYQQ4qCIGBamrfC4NPLbbcTT0MhOcUKO+vC+ALklZoJSPPzK/aQEmrj8uyu5d0xej/0EYyYj0v0cP7eUlv99mq1v/psF886gpKQEgBGZfjyyeiz6QQJkIYQYzu65x/n84x8P/fb97WsgJdNYB1BYtzpswGtT0C5Yrg/p8T8HYyZXvP0CCz7dyNWll5I9e1aX7fcXMS2KC9LJ9Ls58thZTD1uFsePzTk4kxACyUEWQojh7bnnnI9kaN/fvgZSMo11AIR1k2DMpClq0EOJYxrarSD/4fFXuPfv/8sLE2fywQWLuf60w3rdZ7rfQ5rPQ6rXjWEpfB4JacTBIyvIQgghhOiX+pDO+3uCpHjdpHq7L6tWH3ZWkFOMGLes/QlN/nS23nEfP//Ckb1aPXZopHqdgLgwK4XmPS34eorMhTgA8uuWEEIIIfolatrolo1l2z0GyG0ryHf/Yw1H1+9k0ZlLmXTkxF4Hx6at8Lq0eH3jgnQfaT4PPsk5FgeRPJuEEEIIccC214eobo4CENItMv0eslK8PbRyVpC/+slGfvD2C9w782xemXg86b7eH+YRMy1yU72Ul5ezfPlytr31JgXpPtmUJw4qSbEQQojhLLWfx+wOZPv+9jWQkmmsB0koZpLu3xc27G6JkeJxMzrTT20wRnYvgmMAqqtZ+9df8e7ow7jpCws5LD+N0ZmdT8hr0xw1cKGR2VoFI2ba7P1oCwvP+Sq6ruPz+Xj11Veh6OR+zU+I9iRAFkKI4ezFF5OnfX/7GkjJNNaDQDdtttYEOGFcTnyl1rQVhmUT1E1MG9yuXqRI2DY3rL2dVFNn1Q/uQG/wcuGxY7pNr2irlZzZGrKYNvznjX+h6zqWZaHrOn//+985+WQnQC4vL+fZZ59lwYIF8bJvQhwoeT9CCCGEED0KRE2ao2b876ZlEzEtPqkP09vshlG/vZ+Sj7fw0IXXEphYDEBLzOq2zf6xs6bB6aeV4vP5cLvd+HzOASHgBMdz5szh7rvvZs6cOZSXl/d6fkK0JyvIQggxnN1+u/P5lluGfvv+9jWQkmmsB4FCoVs2dSE9fgCIZUNINzEtRV5qz+kVaW+/xZi7f8Yfp5zMlnnncPSoTADGZCVOrzAsm1SPG7dLI2ba+NwaGorSU09h/fr1lJWVUVpaGl8pLisr67CyXFZWJqvIok9kBVkIIYaz9eudj2Ro39++BlIyjbUPlFJdXIPdAWdTnm0rTGVTmJVCTqq3xwoUrlCQST+8FL1gJJedcSV56X7OOHwEj3/rOOZMKUjYLmJY5Kf7GJnhJ6yb6JYiw+/B5dIoKSnhxhtv7BAAl5Z2vbIsxIEa9ADZsiyOO+44vvrVrwKwfft2Zs+ezZQpU7jgggvQdadeYiwW44ILLqC4uJjZs2ezY8eO+GMsX76c4uJijjjiCF5++eX49ZdeeokjjjiC4uJiVqxYMaDzEkIIIZKRUopNu5oIRI1218DndhE2LCKGRV1IRzc7B9GJjLv1evyfbWfDz++nMTWT/HRnxfmIkRndBte6pchL85Kf7sO0FVHTIi/Vl/D+kpIS1q9fz3XXXcf69etl9Vj02aAHyPfddx9Tp06N//3666/nmmuuoaKigtzcXB5++GEAHn74YXJzc/n444+55ppruP766wHYtm0bTz75JO+99x4vvfQSV1xxBZZlYVkWV155JS+++CLbtm3jiSeeYNu2bYMyRyGEECJZxEybvUGd/1QFMCx73xc0haY5uch7gzGCupn4QdrJffaPFDz1e3b/8Ee8Pu5oAEakJ06raE8pRbrPQ4bfKQNnWIrs1O6zQ0tKSvjhD38owbHol0ENkCsrK3n++ee59NJLAec/wt/+9jfOPfdcABYtWsQzzzwDwLp161i0aBEA5557LuvXr0cpxbp167jwwgvx+/1MmjSJ4uJiNm7cyMaNGykuLmby5Mn4fD4uvPBC1q1bNzgTFUIIIZJE2LBwuzSihsX7e1pQStG2VpzidrOnJYpSijGZKT0+lm/XTsbfdC3B40/gsyt/zG/+/RnFBWkcMyar071bN29kzQO/YOvmjfFrCkjzufF73KT7PcRMizSfbJ8Sh96gPsuWLl3KXXfdRUtLCwD19fXk5OTg8TjDKioqoqqqCoCqqirGjRsHgMfjITs7m/r6eqqqqjjppJPij9m+Tdv9bdffeOONLsexevVqVq9eDcDu3buprq4+yDNNrLa2dsD6Gmwy1+FJ5jq05aanA9B4AK9r7efZl/Z97b+/ffVFX7+ngzHW/urtXHcHooQaIuSkePiw3sAMpJGT6iXUEEDzu9nZYON2a2hoWMHE6RGaaXL8FReDZfH2bct57M1PqQpEuXPOWFoa9na4d9vbb3Hd97+LYeh4vT7u/s0aio8+BtuG2j1OlQtPJEKkKUxznU24h2Olk/H/al98XuYJAz/XQQuQn3vuOUaOHMnMmTMpKysDut4U0JablOhria7btt3l9a4sWbKEJUuWADBr1izGjBnT63kcDAPd32CSuQ5PMtch7PnnATjQYy3i8+xj+z7139+++qhP39NBGmt/9Waue1UzBR6DDL+HDFtRE4rh9qSSnucnP81LfdgAFPlpvm7zh0fccwc5b7/Fp79aTfTwGTy+5k1OnpjLnOmTO9374fvbMEwD27YxTYMP39/GYSeexgnjshnZulLty4phpgaZMC7/oM11OPi8zBMGdq6DFiD/61//4tlnn+WFF14gGo0SCARYunQpTU1NmKaJx+OhsrIy/o9RVFTErl27KCoqwjRNmpubycvLi19v075NoutCCCGE6FpDWCfd6+T8elwaozL81LREMS3lLEwBoHUZHId0k79+VMfcvR9w7P338trJ89l89Gn8+187iBgWS0+d1GWf0088Ga/Xh4mOx+vjiONns7fibR5etzlexi071UtxQfqhm7gQ7QxagLx8+XKWL18OOHUL77nnHh5//HHOO+88nn76aS688ELWrl3L2WefDcCCBQtYu3YtJSUlPP3005x++ulomsaCBQv41re+xbXXXkt1dTUVFRWceOKJKKWoqKhg+/btjB07lieffJLf//73gzVdIYQYHDfe6Hxufb0d0u3729dASqaxHgDdtNFNu8Ox0ZqmddhUp2mg7K4rWDy3bS+/e+ltLn3sanZkjWTB8QsJPvc+AOdMH83k/M4BbtS0yJx0NKueeIbN5a9z7Owv0BIzueKir8ePkl7fWlJv/7rHQhwqQy7T/c477+TCCy/kf/7nfzjuuOO45JJLALjkkkv4zne+Q3FxMXl5eTz55JMATJs2jfPPP5+jjjoKj8fDgw8+iNvt/Ob7wAMPMG/ePCzLYvHixUybNm3Q5iWEEIOivyeJDWT7ZDr1LJnGegDChgU9nBht2Qp3gtSKD/e28PBrqxgbbuBLF93FacdOoj6k8+/PGvleyYSuH1CB3+NmyvEnMGPmiewNxih74jcdDvx49NFHWbt2bYeAWYJkcSgNiQC5tLQ0Xsx78uTJbNy4sdM9KSkpPPXUU122v/nmm7n55ps7XZ8/fz7z588/qGMVQgghhqtQzOwpPiYv1YsrQYB89It/5Jvv/5PK62/lV1cuBpyAOqSbZLVblbZsRUNYZ0SGH9NWpHg0DEth2TZZfg8L5s3l/nvujAfEgJyQJwbUkAiQhRBCCDH4GiMGPnf3FWC9Cb7u+ehDbnr2V2w7ahaR718Vv+52aR2CY4CgbtIcNRmR4cdWCr/HjWnbBGMWJ47PoWDyyR2OkgY6rCDLCXniUJMAWQghhBCAEyCneNwH3q4pyGGXXkzU7ePV//kFX3B3/xhKQYrHCbQtW+H3utkb1JmYm0p+urNiXFJS0mGVeP+Aefny5ZKPLA4ZCZCFEGI4KypKnvb97WsgJdNYe8myFaGYs6p7IOpCOu9dcjVn7PiAry+4if866rBe9ZXidWPZCktBhs/D2DEpTMxLS1g6ri1gLi8vZ86cOZKPLA4pCZCFEGI4+7//S572/e1rICXTWHsp2osNel0JPf8i1775J1bNOJN1xSdxY07P1aFtBT6PhmHZxEybMdkpjMrsXWBeVlYm+cjikJMAWQghhBBEDAulDixC9tTXMffn1/Fe/jgiy+/i5z4/HlcvHkNzcpNfKfsnO7ZuxP3VeXzljC/1qs/S0lJ8Pp/kI4tDSgJkIYQYzpYudT6vXDn02/e3r4GUTGPtpaBu0cMJznFKKaqaIpx67RX4Wpq4dNFK7p06Fr+n+w1+7X3wn82suPIiTN3gqdUre50qUVJS0iEfWVaPxaEgAbIQQgxn//lP8rTvb18DKZnG2guWrWiMGAkD3Ptf387oTD/nHeOcSPv8+3upvfMXnP3aX7m69DIuXHjmAQXHKKh8901M3cC296VKQO8OA9l/A58QB5sEyEIIIcTnmG7avLmzkZhlx4+Y3t+zoWxXAAAgAElEQVTaTZUA8QC5vnwT9/xjDc9PmoV+xZWcMinvAHtVnHnG6dy94g4MPYamaTQ1NcnmOzFkHMCve0IIIYQYbsKGRV1Ipzlq4umhBnJjWEeLRvjx6lto8qfz3XlXsXj2+APqz7IVXreLL3zhZK659ee4XC5s2+YXv/gFsVisw+Y7IQaLBMhCCCHE51QoZhLSTfweN+OyU3q8/7VP6in62S2Mr9nOwjOvYeFZxyc8VS8R01aktq5UR4PN2LaNbdtYloXb7cbtdsvmOzHoJMVCCCGGs8MPT572/e1rICXTWLvxTk0LCoXXrcXrD9cGY0QMm/G5+8q1FaT7qAvp6H/6MyMffZiHTzmP6OlzuOi4sQfcp2nbZLaerHfk+DHYtg04G/+uueYacnJyZPOdGHQSIAshxHC2enXytO9vXwMpmcbajahpOSu67TbY3f5qBW9XB1hzwTFMzk8HnOB1TEs9Nzy+gsBR07nupG/z5ayeV5y7YliKVK/TX0NDfTzFwuVykZOTw4033tj/iQnRT5JiIYQQQnxOWbbCtGxSWlMebKV4uzpASLe49tltNEUM57pt8afX7ifF1Fm++DYabReT8tL61KdpK9Jaj7MuLS3F7/fjdrvx+/2SViGGDAmQhRBiOFuyxPlIhvb97WsgJdNYu6GAvDRf/O87GsKEdItzpo9mTzDGDc+/j2nZ/LD8j8z+eAs3n3k5qxqcleMjR6QfeH9KYStFTpqTYtFW0/j222/vVLWivLyc5cuXU15e3r9JCtEHkmIhhBDD2UcfJU/7/vY1kJJprAk0RwxMS+Fud/Ldu7tbALjouLFML8xi2Ssf8atfPsUjf3+UDSfM4dVTFtC8N4hLg+KCAw+Qm6MmY7NTyGrNQYauaxqXl5dLyTcxqCRAFkIIIT5nNu1qojlqELOsDtffqWkh0+9hfG4qE/PS8EeCnLf4+9Sk5/LwJTdTYPphb5CJuWnxtIxEbKXiJd3a/h6zbA7L7zmwLisrQ9f1DiXfJEAWA0lSLIQQQojPEcOyqQ3GaIqYBGMdA+R3d7dw9OjMeOm2Sx+/l8nNu3l06QpOOb6YgnRn5feIkYmD3GDMJKxb1Id0djRG4tcbIwaT89JJ9/e8NldaWorP55OSb2LQyAqyEEII8TlSG9RBg/E5KR1qGId1i0/qQ5Qelg9A7rqnKXj6Caqvvo6zLjsHgPIdDQAcMSIj4eNHDAufx0UwZpHhc2NaNpYCpWBiXmrCdu215Sb35thpIQ4FCZCFEGI4O/bY5Gnf374GUjKNtR3dtHlvdwtKqU4HfGzb04Kt4OjRmfh2fsaEm64lOPMEaq7+7/g9IzL8ABwxMnGAjKYxe3wu2xvCNIQNGiMGMdNmemFWp7SM8vLyhEFwV7nJQgwUCZCFEGI4W7kyedr3t6+BlExjbce0bSylGJXRuYZx2wa9owtSmbTwQgC23/c78OwLFb4wMZfzZhQyozCry8e3bIXHpZHu93B0YRYRw8KtaTRFDHJbK1e0BcX5+fksXbpUNuKJIUkCZCGEEOJzwrITf+2DvUHGZqdw5OqVZGx+k0/v/x36+Akd7hmR4ef604sTPoZu2WS1yzFuO1J6ZKaz8ty+OoWmafFjpmUjnhhqJEAWQojh7L/+y/n8f/839Nv3t6+BlERjrQvGqAlEiTZFaAk1olTX931UG+Lc5goK77+HunMvovHsc3vdh2nZ2Apips3IjH3B8P7pE+2rU2iac7y1y+WSjXhiyJEAWQghhrPKyuRp39++BlISjXVvMMbH9WHMQIQxhTmkeLRO94R0k5bdtdz6/24nNm4Cu3565wH10RQ10DSNQMRk2ujMhHWM26pTRKNRlFIopfB4PKxcuVJWj8WQImXehBBCiGGqqinC9oYIY7NSyEvzkuJ14/d0/tH/cW2I3/71AbKb6tj+wEPYGZkH1I9C47D8dNL9blK87i7rGIOz8W7lypVo7TYIWpbFW2+91a95CnGwSYAshBBCDEPBmMnWmgAFad4Op+V1Jev3j3Jexb+puOp6wscc36vHbwzrtERNwDlCOj/dx7icVNJ97m7rGNfX13d4HKUUa9askSOlxZAiKRZCCCHEMBQxnDxfj7v7tbAXnvkH1676OX+fcAzpV11D96H0PvVhA4AUrwuf20VWa+UK6L6OcWlpKR6PB13X49dM05RNemJIkQBZCCGGs/4GHAPZPpmCoyQYq27aPQe70Shf+dk1RDw+brjgBh5wJz4+OmbaHdIzvB4XSimaIiZHjMzA1cMqdXvtUyxkk54YiiRAFkKI4Wz58uRp39++BtIQH6th2exsiuDpJmiNmTbZy25l2t5PueI7P2XOtBzWPPALZpacwoyZJ3a4VzdtdjSGO5yg53VphHWbzAw3RTkd6yon2qQHTiUL03RSM1wuF2eccQbLli2T1WMxpEgOshBCCDGM2LZic2UTVc3Rbu97/r7HmPb73/HrY87CXzqLe773TVbdeweXX/R1tm7e2OFeTQOf24VpOzXilFJ4XS4K0n0cV5SNd780jvab9GKxGMuWLYvnGLfPT/b7/RIciyFJAmQhhBjOzjnH+UiG9v3tayAN4bHWBmM0hg0y/R4y/F2/Ueypq+Wqh27jvfxx/OiLi6n7YAuGoWNbFqahs7n89Q73K+Uc+hHWnZVf01Z43RoZfg9pvs59tAXBLpcL27Z59dVXmTNnDuXl5fH85Ntvv11OzxNDlgTIQggxnNXXOx/J0L6/fQ2kITjWlqhJKGZSURci0++hIN3XdYqFUkz88ZVkR4NcNP/HRL1+Sktm4fU6q7oer4+ZJad0apbqdRE1naP4TFuRmeLhqFFdl4NrC4LPOOOMeJC8f7m3G2+8UYJjMWRJgCyEEEIkKaUUm3Y1opRiS1UTG3Y2EoiZ8SOeuzLikd+R/be/snzeEt4ZMQmAY2fNZtUTz/D9H93Er3//Z3IOm06odbUYQAF+j4vsVC9h3cKyFT63i8yUxFuZSkpKWLZsGX6/P17uLT8/n+XLl0tJNzHkySY9IYQQIklZtkI3FRHDIqxbpHndZKX7Et6f+v67FN1xK42nf5mfHvFlAH79zaMBmDHzRGbMPJGo6QTAQd3C73bFy8RpaEwpSGfTriZSPW68bq3L46Tba1/uLT8/n6VLl3a5cU+IoUZWkIUQQogkZdoKw7KpDeqgQYbfg0vrunKFKxJh0g8uw8rK4X/O+29n5x1w4vjcDvdFDZvRmSnMGJ1FfcRwjoRGoWmQk+pFAyyl2Lp5I3PmzOGWW26J5xd3pS2dor6+vsvT9YQYimQFWQghhrM5c5KnfX/7GkhDZKymrYhZip1NEdI8idMqAKasvIvUig94Z80fWL87cfk3w1bkpnkpSPfRENHZ1RQlzesi1efB49LQXBq6ZfPOxn93Cni7WhFuW2XOz8/H5/PFV5Cl7rEYyiRAFkKI4eyWW5KnfX/7GkhDYKy2rdheHyJmWpiWxajMlIT3Zr/8PEVPPcHu7/2AMz/LpjoQAuCRC47p8v50nxtN05g6KpMMn4fqQJRUrwtN00hxu2ixTObOOY2Vd69IGPCWl5fz6KOPsmbNGkzTxOfzsXLlSurr6xOmZAgxVEiALIQQQgxhEcPqtOmuJWrycV2IvcEYgajJhNzUhO29u6uZeN0PCRx5FO9eeT3Vj7wFwO1nHhE/GrqNZSvcGvH+vG4XkwvSmVyQjt1aAznd70YBpV88NeFx0m0HhUSjUZRy2um6Tn19PTfeeGO//02EONQkB1kIIYazs85yPpKhfX/7GkgDONZ3agK0RE1qAlEqm8IA7A3G+KQ+RGPEICfVm7hqhWUxcen30WIx3l1+L7/YUAXA144axdwpBZ1uj5oW+Wm+DkdBt2k7SjrV66Ywy1mtbssvBjpUp2g7KKQtONY0TdIqRFIZtAB5165dnHbaaUydOpVp06Zx3333AdDQ0MDcuXOZMmUKc+fOpbGxEXBK2Vx11VUUFxczY8YMtmzZEn+stWvXMmXKFKZMmcLatWvj1zdv3sz06dMpLi7mqquuiv9HFUKIz41IxPlIhvb97WsgDdBYlVLETBuF4uO6ENWBGADBmElBmo9JeWmMykhctWLUb35F1r//ya6f3klkwiQ27mzkq1NH8pMvHx6vTtFexLDJ76YKRnl5OU/85j52bXurw7X9N+u1Py3P5/Pxve99T6pWiKQyaAGyx+Ph3nvv5f3332fDhg08+OCDbNu2jRUrVjBnzhwqKiqYM2cOK1asAODFF1+koqKCiooKVq9ezeWXXw44AfVtt93GG2+8wcaNG7ntttviQfXll1/O6tWr4+1eeumlwZquEEIIccBMWxE1bIIxi0DUwOPSUErRFDFI8bqcTXMJqlak/WczY+69gw++dBbV37yIkG5RHzYoykmcjqEUZCWobdwWCK/42W0smD+v02rx/pv12k7LKysrY9WqVRIci6QyaAFyYWEhxx9/PACZmZlMnTqVqqoq1q1bx6JFiwBYtGgRzzzzDADr1q1j4cKFaJrGSSedRFNTEzU1Nbz88svMnTuXvLw8cnNzmTt3Li+99BI1NTUEAgFKSkrQNI2FCxfGH0sIIYRIBqatiJkWOxqc1IqQbtESMwkbFt4uVoDbuIItTPrhZYQLRlEy7Tvc8beP+fnrNbg0mDUuO3GHGqT5uk7X6CoQBjqtFrelUchpeSKZDYlNejt27OCtt95i9uzZ7Nmzh8LCQsAJovfu3QtAVVUV48aNi7cpKiqiqqqq2+tFRUWdrndl9erVrF69GoDdu3dTXV190OeYSG1t7YD1NdhkrsOTzHVoy9d1AOoP4HWt/Tz70r6v/fe3r77o6/f0UI11e32YrBQP+ek+bKX4rDFCU32YmNdNdoqHPY0GmwJ1RCMmTdHEP8KPuvV6/Ls+45Flq2hqyuD5952fpVedOJKJvihNddFObWwboobJyy9soLy8nJKSEmbNmhX/+rRp0/B6vQB4vV6mTZtGdXU1EyZMYNmyZbzwwgvMnz+fCRMmDOjP0a4k4//Vvvi8zBMGfq6DHiAHg0HOOeccVq5cSVZWVsL7usof1jTtgK93ZcmSJSxZsgSAWbNmMWbMmN4O/6AY6P4Gk8x1eJK5DmHf/CZw4OOO39/H9n3qv7999VGf+jtEY/0gVEtWfjpj8tIIRA1qG+rwZqWC20VubiruqEEgZjGm0NdlDjFA7jNPUfjcOiqvuo77/VOAIAAnjEnjOyWHJ/xZGNYtdr2ziR9868IuT7tbsGABf/vb3zpVrSgvL2fZsmXous7GjRs59dRTh8SqcdL9X+2jz8s8YWDnOqgBsmEYnHPOOXz729/mm60vNqNGjaKmpobCwkJqamoYOXIk4KwA79q1K962srKSMWPGUFRU1OE0nsrKSkpLSykqKqKysrLT/UII8bny4x8nT/v+9jWQDvJYTcumLqRjWIq2uDdm2qR43eSmegnqJgBZKV587Y5/3p9v52dMuPlHBGeeyO0nnc+2TTXcNu9wPq4L8ZUJXVenaBMzLbZtKu/28I+SkpJOwW/71ItYLMayZctYtmzZkAiSheirQctBVkpxySWXMHXqVK699tr49QULFsQrUaxdu5azzz47fv3RRx9FKcWGDRvIzs6msLCQefPm8corr9DY2EhjYyOvvPIK8+bNo7CwkMzMTDZs2IBSikcffTT+WEIIIcRQEtQtPqkPYdo2pu1ci+gWGs7x0aPbHQKSkqikm2ky6arLAHj3nlU8vLmGs44cyVemjuLqUydTkObtdgymUpxWelqX+cTdactBdrlc2LbNq6++2u3R00Ikg0FbQf7Xv/7FY489xvTp0zn22GMBuOOOO7jhhhs4//zzefjhhxk/fjxPPfUUAPPnz+eFF16guLiYtLQ01qxZA0BeXh633HILJ5xwAgC33noreXl5AKxatYqLL76YSCTCWWedxVnJUl9TCCEOlrYAp907bUO2fX/7GkgHeawRwyKk25iWwrRtYqZFQ8QgxdP7dazC++4iY8ubfPrAQ7xmZmIpOK04v8d2SimCMQvQ+OIpX0h4+Ed3Fi1axJYtW9i0aRO2bXd79LQQyWDQAuRTTjklYV3i9evXd7qmaRoPPvhgl/cvXryYxYsXd7o+a9Ys3n333f4NVAghhDjEmqMGhmVh2grDVLxVGaA5apCb2v2qb5uMN/5F4f33Unfet6j/2je56b7XASjKTnz8dJuYZRMyTEAj1evqkEZRXl6eMFje/yhpt9uN1+uNHysth4KIZDbom/SEEEKIz7umiIlhKUxbETEtmqMGNuB2Jc4ZbuNuamLSVUuIjZ/IrttWsHFnU/xrY7J6DpB106YwK4UUT8fc5ra6x11t2OvqKGmAyy67jPHjxx/Q6rMQQ5EEyEIIIcQgUkoRiBqYtpNeEYxZhAyLLH+CXOOOjZlw/dV4a/fy1lMvojIy+WPZNsBZPc7w9/xjXrdsRmX4GbvfASKJDgBp/7X9j5JeuHChBMZiWJAAWQghhBggpmWjaVqHleGoaWMrhdet4XN7UUqR5nWTm5r4yOc2+U8+Ru6Lz/LaZddx+j8j/G50M69vb+Bbx43l2i9N7rF91LCwFKR2cThI2+a7thXk9ikT7b/mdrtZvHgxxx13XLyqlATJItlJgCyEEMPZ+ecnT/v+9jWQ+jBWy1b849N6Rmf5OWrUvrr/EcPZIFeUnYpp2TRFzYR7dNrzf/wR45bdSGPJF/nJ0V+Dz5r42asVGJbizCNH9GpMu5qjpHpdpHZRGaPtuOiysjLy8/M7BL/tv9YWOCdKxxAiGUmALIQQw9kVVyRP+/72NZD6MFbdsmmJmeToXjbtamRmUQ6aphHWTdrWkz1uF81Rg/y07lePtViMyT+8lEblZsb07+Juck7G+6wxwricFKaOzOjVmFI9LnZue4tfPvsfTjvttE5Bbdvfuwp+22/mW758ebf1k4VINhIgCyHEcBYOO5/T0oZ++/72NZD6MFbLVtjKqRphK4VhKXwejcawgb/d5rjD8tN7fKyxd91O2nvvcOHZN1OTkQ/NUSbmprKjMcKpk/K7PRCkja0UFVs3c8ul56PrMVwuFw8++GD8ZNk23eUit+kuHUOIZCQBchKrao6Qm+olzSffxjZvVzdTmJnCyEx/t/fppo2mgTfBaVRCDBvz5zuf+1qvdyDb97evgdSHsZq2wqU5J+RZtkK3bHweF01RE/8B1DvO+vt6Rv3uQfZ85xL+MmJ2/PpdX53Kh7UhTp2U16vH2d4Q4bW/PEU0GgHAtm1+8IMfMH369A4BcFfB7/7l3/ZPuZDVY5HsJLJKYpWtb6lJgLyPbtqEdKvH+96pCeDzuJheuC8P0LBsDMuWf08hxCFh2QoNDVspoqbzemPZilDMpCC95w15AJ66WiZeewWRw4/kuMKvgXMCNUeNymBSXhqTe7H6vHXzRp57+klqdu9m49//2nGMltXl8dIrV67kj3/8I+eccw7gpFzEYh1Xnbs6hlqIZCWRQBJSyqmVaVg2vkO4AhqKmbhdWuJjTQ+xj+tCTMxN7VCXsye2AoVi864mZo7L6eY+hd1uE4xSiq3VAYBu2wkhRF+ZtkLTQCnnF3JbOVUk0LSEKRFR0yJq2OSkekEpJv7oCtyBZrY+8jQ16516x3OnFPCTeYd3eoytmzeyufx1ZpacwoyZJ8avfe+Cr2Hoeqe+NE3D7/d3So8oLy9n6dKl8fSKY489Nl7/ONGqsxDJTgLkJFQTiFETiKJbNp5eFJHvq/f2tJDu8zBtdOYh66M7jWGdURl+MnsRIEcNC8tWKLUvSLZslbDIvq06/91SztufQghxKJiWjUvTsBXolvMa5VSwSGzJU1vZtifIpqWnMmLNarJfe5Xty1bwsz3OASBjsvz89MwjOqWLbd28kcsv+jqGoeP1+lj1xDOMnzCBzeWvYxhGh3s1TcPr9bJ48eIu6xiXlZURi8WwbRvLsti4cWOHr3e16ixEspMAeYiKGhaVzVGKCzq/XWZYNgpng8ehZNmDGzDail73/3FdiKhpoVBoOCs0b1U1MWtcLrrp5PnFH7c1kNbY9+C2Utg2aJKSLIQ4BMK6SWPEwOvSWjfoORv1woZNdy872/YEATC2vEXhz25h9xfP4IaJp/PM1t0A/P7bx3e5l8IJhHVsy8JEZ3P56wSbGvh32XrnBbKV2+3msssu6/aAj/z8fGzbTjhGr9crm/LEsCMB8hDVHDVpiuhA1/lkSjklgwA272qiuCCd7FRvt49pWjaNEYMRGZ03sIViJiHdYkSGL/42nbOhZPAiZMtWuHoZIWutqzJtK8EKMC0n1UKhmDUuN37vrqZIa3rFvh8Slq2cFWQGb76GZaPBAaWUCNGjiy8+ZO0bwzq5PZQjO6D++zvWgXSAY31vd5Cw7mzGC+oWLg1M23lNTrRBb28wBkCqEWPsFVdT68/k8rOWsnF7IwBfP3p0wpPyZpacgtfrw1Ax0DRaAgF+tGQRhtExtSI9PZ2srKxuV3/r6+txuVwJg+SzzjpLVo/FsCMB8hC2fxpAewrnLTonzHPepuspQA7ETLZWBzh1cn6HFVWAyuYozVGDvcEYR7duXLNthcahXaVOxGxdXQlEzS4L2O+vbdVYKUVL1MS0nIBXQ+FyOXNpC7brQnp8pbmNrVRrYf6BDZANy8atabhcGh/sDRLSLU6akNtzw/3YrbmNvSntJD5nDlGArJTio9oQs8Z5E6YyHXD/wzhABkVdSGd8bipNEQOv24VuKpoiBmmtr8dKKfYEdUa3VuGZ/5CTyvCLvz/MuOrtnHHOTylv0ggbMf77tMM4/5gxnXppn3f8o5/cwV23XIdl2zz+0INYZud0jkAgwF133QXAnXfe2eXIS0tL8fv98VPziouL2bZtW/zro0ePPsB/CyGGPlmqGmL01vI/sO9dsGDMRDftDrlqRmv+Wvv7umPbiu31YZpjZpc5b0opTEuxpyUWv2YNYMBoWjahmEnMtKgLxvhPdTOWrdjZGMbu7jeFVprmrHi3rSCHdAu7tYySbUNNSzR+r5OfDO3nZtmtK88D/PvAf6qa2dkUwW7ddBmMmQf8GLpp8+8dDTSEjZ5vbse0bLbXh3p1YtdQoJSiLhiLP+9FYv+pasZsfYeJujrn4wAZlu08NxK0NyyFadvxza7x/vbXQ/8dnvN9HOugOMCxpnjdpHjduDQNw1a4NY2miEHUsOLvGv3h7Rq++vBGPq4LYbT+e369opzvb32Ju2Z9gykXnk249fV7ZlF2pz7a8o5X3XsHl1/0dT58b6vzy79tY5kmWje/yDz++OMJv9ZWwu3222+nrKyMhx56CL/fH9/Ut3Dhwl7/OwiRLGQFeYjZWtNMbqqPTL8n/oPnvd0teN0ahqWY3bq6GDEsvK0vdr0JFyKGRTBmEtUtwl2sNiucVVSzXfDR9seq5giVTVFGZfiZmH/wCvh/Wh8i1eumMCuFrdUBZ8VXc3KDY2ZbpQ7FlqomjhmT3W3NYpemYdo2KCe1ImJYuFxuTNPG7dKoCUTJSfFSG9KxbGeu7RdbP6xt6VUgrpSiJWaSldL9an1v6ZaiPqRT3RzBpbmImTamZfc6zUIpxbs1ASqboxw+IvHJWU0Rgyy/p0PKim7ZvL83iNfloig3tVf92QeQ9nIwtAXvwZjFrqYwH9eHyUv1Mm10Zs9v7bezfx76QHHKDpoHNNa+ipkWSjn/F5qjBoat8LiBc891bjjA2sKf1IUYkeEnP0F7w7LRTbs1f1/xxs5GZhRmk5my34+VbvqPGhbv1ASYPT7XeV71cayDopdjrW6OEogaNIYNMv3Ou2GGbeP3emiMGKS0e16+9MFewPn/mp3iYWxLHQ/99QE2jSrm99/4PrcfOZLflH9GbqqXyXnOa3H7FeP9845RTo6xbTlBtUtz8eWvfhWfW2Pbtm1UVFTE+96zZw/l5eUJUyX2L+H22muvSc1jMaxJgDwEvLc7QNSwmTkuB8smHqS2xWuGZeNxuYmaVmvqgRPw+j0uoobtbDjr4a31kG7R2Pqi+2ldiNGZ/g5twrrVumK8j9X6tn1It2hpXXnuT4Ac0vetFBmWTX1IJ6U1QI6YzmqJBtjKJmbZToBs2yhTY28wRl6aL2G6haaBbircLtBaV2MN00XEtEj1urGVM9emiEHUtOJ5ypbtBLzOv7uzGt9dXmUwZvHe7hZKJvauEH9PlFJETYvdgRhZKV4MyyZi2L2q3AHOD9/dwRi5qZ74itP+aoMxtlQ2U1yQzqS8tHiAa7XO9709AXLTvKQnyGVs78PaIGOzU/r9C4JSzi8GaT53l3Wnw7rJ7kCMHQ1hpo7KYHtDhF1NESblpREzbd7Y2ciXDivo8vkQiBp4XBppPg+27aQBfFofYlxuCikeN5Py0g5pnrdtKyrqQrg15yAGy1Z8qTi/V6lCPWkr8dhW5tFZxVXEDItP6sOk+VyMykwhEDX7vNJuWDbv72nBn+0ns5vnhG7Z6JYiGLN4d3cjtUEdpZo5vii717XEo6aTgxs2rIS5tMmustl5Dli2jd/jPAd8LhcZfjdNUZPxOft+Oa1pfQfPVoqmYJTHXvwlGZi8cccD/OLU48hO8VJckMaRIzLQNK1TpYof/eQOvF4fJjoer4+vnHshaPDHxx9pfatR4fe4+Mtf/oJldXwnUSl1QJUopOaxGO6G5ytSktnTEov/IHJKlbWlTjifY5ZNqtdN1LB5c1cTozL9RAzn7c+q5kintICoYeF1uzrkBTZFDEK6xcTcVPaGdD6qDXHEyH0rjqat0E0VXw0C50VatxRuDVpiJmleN29XNXPM2M5v7bVpG3N1IMrY7H0v/Lpp81lDhCkTneB+S2UTHpcrvkretkHNVIpQzAn+2wd8H+0NkubzMHVUBmleN2HD4qPaYIfNdzHTal1ltjFsRVA3MWwb07ZRyhWvP6qbTnpKWLfYWh2Iv2Vp2DbNrAEAACAASURBVDaGbfNpfZhj/J4ugyjdsmmJWT2u8pq2oiYQpTArJeE9dmugEzEsRmb4qQ3reFwaYcPqvArXhVDM5J3dAfJTvURNmz3BGGNzOq4EW7bi3d0thHWL7Q1hUjyu+D0h3cStgd/tZlNr3eiegpS6kE5uqrdfAXLEsHh/dws7GsPMHp8bD6YsW9EQ1vmsIUJtSMelgdetsbMpStiwmJSXhtulkeZzEzEsapqjTN6vyotp2WyubCbL72HmuBzqQjqf1AcZke5nTyBG1LJJ97kZk927FfPe+qQuyMS8dNwuje0NIT6uC+F1aWSleGiJmWxvCHHUqKxuH8Nu/WWtLfjVTZuwaRExbGKtKVZ6W9pDW3qQU44FDY10n5uGsEF9yMCt0acAuSEUI2w4v5zqMZNA1GRsgnsNy0lhqqgNEYxaFGWnOHOtDzOtsONclYK6YIzsFC/1YZ0R6T48bhcRwyIQNdnREI7vfRhOYqaF3broEdKt+Ov8xNbV3/a/gDz73m7qQs4GuqhpM/GxX3NS5Tv8/aa7OGnuvtPyHjrvGDxu5/u//4pxc2MDq554Jr6ifOQxs2iKGPzl6SewDAO3291lcKxpmhwPLcR+JEAeApyVTOfPbQdYWK0rRaGYSTBm4ne7CBsWZmtgl5/uRbX+QN1/ZWpzZROFWSmMzvTz7u4WRqb72NkUYUJuKileN2HdpCnSMV/VshVhw8Tjcn5o1QSi2EpRF4rhcbkI6xY+tyv+Ah6KmR1WHNvyfbc3hAnpJhHDJidl36qkprXWJ1aKD/a0UB8yGJXpx2wtVadbTkk5w7IJGSaa5sGwFRHDxOvWiJoQNmw+qg2ioTEq049uOm1rgzEaQgaWUuiGRTpubKWYmJtGVSCKabeVrNNa00icVSufRyPmcmHZNpqmxU/SM1wuqgNRxud2Xi0PxkwiuunUoG4XIEcNi73BGP7/z95Zh9lVnW3/t+X4GfeZuAsJcUNDkWIB0kLTIoWWBmpYsZb2faECbSlvjRZK+QoUL+4SJJBAXIh7SMZ9zhzf+v2xzpw5ZywTSAiFc1/XuWb23mvtvbauez3ree5HVQjGdLS4QbA12idBbo5oNEd0VAk8PpmoZlCR7RFZ/pScblbsUFxcC5eqYJgWm+racSkyqiLjlSWawlo3F4jaQIyYLtJqh+MGW+pDFPicVLYJi6wNZLlVQnGDpXubmVSeQ2kvbbYsm1DcoDWip5WxbEHyD2QhtSybyrYo2xpCqLJEjttBWDMJxw1qgzE+bomKTIYOhSKfA0mSsG2bxrCGDWkDvmy3yt6WCENSLOIAe1sixA2Tet2kOayxszFEjlsEkeV5ncR0kz3NEcqy3YcsoDEYM9jbIu51RDPZ1hCm2O9MKsDkehzsa4kyJM/bq2U1HDfYUNtOW9RATgzkZEmcsypLqIqEV5XJcip9ttshi7Datqie9CEWszI2gZSZEdu2k0kqUt/jnU0RorqJblgYhkWwF594zbDY1xohpBnEdItCnwOHIpPrcbC/LcrAhMtOx0DKsCzWVgXIdqtohoWjNIt8r5N9LVGyXCr726JEdZPpB3vxP+dYV9WOaVvJwXDXe9exrBkWv1rU6e6Qt2Et0//5fzw56lh2jTuKr6bUSR3E5uTlJ4NQJFkmJy8/SY53bdvCX+68nXnnzufZl17nxaceZ+XKFXz00UdpbXA4HHz3u9/tU+Ytgwy+jMgQ5M8DEoFl2+qDCV9g0XHpCV/amG5RF4wTNywcbgnbhjyPA9OyaYsZxA2LyrYIJVkuVu5vJaxZGKbNso9bMSyblrBOS1RjZMLaNiTfK/x1U2DaNnHDxlYs1lUHiBliHx3R1uXZLhH4Zos0zTHdZFxJVrJzrWyLUheMY1gWqizTHtNpi+r4XCpmglhZtrCq1rTHk/6gRmKbbgoSpxsWZX43zYngFbAxbAkZCUkSPsmyJKzuumkRiOrsa43SEtUwTOGuoEpS0u1ElSQ0w8R2JqLEER2VU5EJxg0UScLjUAjEdOzE4EMCmsMSPqdKQZf0r21RHZPOAU1zWMOybfa1RjBMUBWI6RZGKI7stxKpZUmSODslEHBHQ0gE6Mgii9aYYpGQJaabLPu4leIsFxPLspODppX7W/G7VFRZojEUR5IkChKER5YkTAtCWqd/tG5abG8MkedR2d+mY9vgcdqsqQzQFhPXt8PG6HepuFSZNVVtDC/wM7LI102ZIGaY6JZNa8rgSjNEoN+eWCvHDC3oVc2gPaazqS5IIKqT73GgKjKhuMHelgi7m8MoskSOS0VV0i3TkiRR3IMsoUOR0UydlohGYWJ7S0RjZ2OYIr+TqG6ysrIN27YpSanvdig0hOK0x4TcViBmUJwibZgKw7TY3RyhKRwn1+NImxFJRV0wRiCq0x4z2FgbJM/jSJNHlCUJpyqzsbadqQNy0wZWtm1T3RZjU107blWh2P/pfJU79h0xTNZVt+N2yMwwhAV6bVWAE4YXoCpiAFgTiBHRhGvDgFwPcd1ENy0iurjPMkL5pgOBqE6WS1jEqwNR9rZEKfW7cKoyrsRxZUnCpcos2dOCW5U5fngBDkC3xLvZ1qrjVGWCcZM9LW00hOL4nArNER3djKUl92kKxWkIxRlbkvW5UmexbZuWiE7BAcq1RjQCMeFjbHZ5Drtib0sk+S5mxSOc8ctrqHJlccXsbxL93vmUP/ZsWia8NcuWkpOXz+9+cUNSes3QdX738xuwE3vq8Dte/+F73HjjjTz88L+Jx+Ni0CRJyLLM2WefzY033pghxhlk0AMyBPlzABthYWmLGgnheJOwJshLRDPJdqv4nSpeZ7qFTpElQnEdywbDcogp2phBVDcIJizPYd2kLNvFaH+nO4VLkWkK6ximCGCLJrLQGZZFaZabQEwQoJghpqODMYPiAi8tEUGWBdkVWs0dBLklogmfRMNClW1iukVNe4zyHDe17TH2tkQwbZtNdSHyPA7a44KwGZawUnUQZMOyyXKrNIQ1KrLd+F1KkhTvbAoTSrhfqE6FuGmzuqoNLUHmNUv4Y4d1g8IEsZVliahhCX9bwDDFNR2U62FfWxRZklBlGdMU/s6mLdrgVBXW1wSYOSgvzWLTlhD6N22bPU1hmiPCuikBUd3A1qEuGMcKRsl3GuxuCqPKEkMLvMQModTxUU07+V4H7XEj6VOaCrdDwaHINIU09jRHCMQ04aepWTSENMqyXOR7nd00qmXJpi2iJwlydSCGblk4FAdlWW4MyyLLpdIS0Sn2O6ltj6clm3EoMsV+F3tbw7THdCpyhC9rRDcZX5rFnuYIbkUmGNfRDIuqtii7msMEQzoeh3B56BrspydmFXY3hfE6lDSy63MqqJ8ilbnXobCvNUqh30XcMFlf3U6OW0WWxODG1wvXVGWJHU0hmkIaumUzMMfNhLJsorrFzqYwo4t8SdeBlohOlluhPhhnf2uUwU6dVGEty7LZ3xrF7VCoCcSwbAuX2t39JNftoDms8VFNO5MqclBkiZgu/Nnrg3EKvI5D6hftd4og35huse1rF6MZIgahLhinPigIf2vUEMFjUZ1Q3BAzMIZ4hzXTwpMIfDUWXoFmCveuKQNyWF8VIBA3GJzn6TGTZ47bQY4bGsNx6tpjlC28gj0NIYp9LgzLpqY9RnUgmvieSOS4VZyKTHvMIHDp5eQnblxrVKctKlw2urrSdCCqm2yua09ztTrc0EyLXU1hCr7//V7LRDSDTXVBgnEDSXKkDZJ7ws6mcPL/u9/5BwXNDZxwwe0Edi1DikV45eknAHjl6Sd48anHME0xcLG6uEp0rO+KZ599Fk3TsCwLWZY5+eSTufXWWzPEOIMM+kCGIH8OYCbkyWRJsDjdFP5qtm3zcWsUr0PpRo47MDjPy/aGEHHDIqQZCbIrpuPdDoUBud2tXpIkYWMT0kwsW1gUxbSujc+p4lYVaoMxdNOiLLuzYxqS76UxpBHRTWRgb0tYkHeXSkQX04ixRLCdZlk0hjU21LbTEhEdMJZNRDMo8Dowop2+x/tbo+imjaJIyfqGZSHLCd84VXQsA3M9wvJpCCuVZgjrepHfSZOugw1DC7wYpp0ktT6nQltMR7csYrpJc0TDtG2cqoxhCtcK07ZEgGKCsOsmZBtimnnJnmamVORQku3GSATQORThH10ZiOJUZHRT+I2HNGF5y3KqeLPcaAg3irBm4nLIbG8I4XepRHWTQFRYf3uyjoIY/BT4HOxpCWNZNkV+F4XevoMx/Ymp6kH5XjTDYmdjiDyPIBvi+RHPUIdVvCLH3U3iTZYkin0uAjGdTXXtOBSZqG7hccjsa41Q4nfRFNHZ2hCkqi1Koc+F4lFxu1X2tUXSCLJhWqzY10pYMyn0dSf0kvTJyTGIe9sQihOOG+xsCmFaFm73gS2wWS6VhqCGW5Up9jtoDGmsrw5Q6HNRF4xRH4wBEg5Zoihh0XWrCnHDYktNI/lFMbITpC4QM5Ip30OaiVvt/XwKfE4awnG21LVT7HexoTaILNmUZPVuWfykKEhxpWg84xwcikyOaVHVFqMlKs69MRTH71KIJmaovE4FhyIRNyxxz5wKmmmx/riv0hTSCccMdjdF0CyLATnuAyYRynU72NYQInjSWexviVCiyjiBYr+TQEzEBxT7hauL16lgWBY1p59DfocOe8J1Z2dzGJcq0xLVOKo0O+0diBtW0tXqs4Jli++Wef4FyBK0hMUAdkieJznIaQhpiQGoSTAu4VZlVFkSUniS1G1g0UGQv7V1MZdsfZdbZy3gg8LB8Oxt2LbNs48/xAv/eQTTMD6RLOP8+fP561//iqZpOJ3ODDnOIIN+IEOQjzA6ptzjCQF3VYa4ZhLSDLyqsFwNye87oGhUkY/WqM7aqgCqIpPnVagOxBnch3SXLEm0R3XipkXcSFis7Y5tgqSX9tBxG5aFrgkrXDgR+BXRTKK6iWHaGKZFzLDwqAolfhcNwTgSEg5FImzYGAkCHNdFQFxENzFtcKoSUd1ieIdKhk1y2rYDwsJlo5kG+V4HumkzMNeNqsjUBeNJcp/6VPucKqokYZg2zRHh9tHRwYwo9GFadtJ3t8DnpCksosg1w6bQ5ySsmdQF47TFdOKGlUww0h4TAUzZbpVQ3CRmWMR0A0WWcTiUZAxVTbuY0tzeEBJR/oDHofQrCE9O+EUDPVrqusKtKjSENUJxg9r2GLZ94Hq9Ee6clCA829bZ0xKhwNPpilDfHqfQ50ru360qNIbixA0zGalfHYgR0gyKfIeeAHa0XZZEgpW6YLzH57UniEBOG7+zc8DQEIonXW7yPD0nvnCpMlkulXXVASRJwueQ8btU3KqMZQv3loIDyLkVeZ1UBWJUtkXJ9Th7zaB2qCBJEsVtQjqsvaiMlqgmAuPiBqVZLrLdajKle3NYB2wKvA48moNcj4OmsEZgx14K3CpSQSktEY08t+OA5BjEdZYliZYdu7EiOowfmVwfCmmM6GIV9jgUQrv2gpEPAweimzZx0yIYM1hV2YZTkRlTnIVD6Ty2RKdec2/Pcmtilif/EEntmZZo1661W/G5VDY7csl2q5RmudDiBjluBx+3RCjNEoPCj1siYItn7fT7VzIgx80DCyal7XPtnhqGttVxz9v3sLR8LL+e9Q1Y/SzoUQDsRLDxgSArCkdPm8mmdWvQdQ1Zkrj++uv53e9+x7nnnsuLL77IvHnzMuQ4gwz6gQxBPsJI6FUQ1U3hGuB1iSA3TRDOsizXATsjSZLI9zqpD8WxbUFWhuR5+sxu5XcqfNwaBWzyvU7KsuW0/ZmW3WNAUYcvod+pEtOF9RdE59QeM1BlYd0dmLBcd3RKobhBvWYwqFgsmzZEdYuYYQMmpVlumkLxpNZxqsJGKjTTYkCOh+awTlm2K2mxsbHxOHomG36XStwQFuQsl5p0v3AoMqpso1s2g/I8eBwKuR4HobhBU1ijyO/E7VBoDmuYNkjYFHidtEZ1qgMxgnFxvrop9l3gdSbcThRsHYr9LuxE0pK6YJxiv5PWmMGAPgL3ul1vUyQU6C9koLI1yr62CPmeQ0MIctwqHlNJ+o27EprcXcm3jXgGivwKuincFfIOkV50b8h1q1S2RftNjjtQmpV+D/I9DupDGuXZrj6t9KoikZuw+teH4gTjIj17RDMJxMx+DUh6mzU4XBh6zZUAbHvyJQJtBhU5LlqjOr5E0oqOJud7HdiIQZUUEe9+rsfBmFt+jCxJrHzoORrC8eT70x+4HTKjfvIDnIrErqdeAQQRLu/hHXAoMkN+8n0sjxP5vcVJl4+KHDceh0JjWCSJ2dUUxKHIuFWJ6kCcuCliEzpmmrpib0sEw7KZMUi0+2A1sesSg83SbBe2LQiybtiU/WghNhC67ylcqlDkWVcVoMDrTCrTAJRkuWiKiODm1qhwadneEEp+42zbprI5wqJX/4AlyVx4xk8wZQXqd/W7jR0+xZZts+WjtVz7v3fQ1trCpfPPSJLh2bNnM3jwYMrLu2ffyyCDDLojQ5A/F5ASUmTCdy2imYwp9vdLGSAV4biJPyFE32fqV4Sfa3VA+OD2pLTQ2yRe3LAwTRHMZlg2TkvCsECVbHwJy2lPnZ/fpVKc5Uz6x1q2TVQzMEwLQxbTj72pJ3Qgx+3A51RREr7KqYlDRhb2niRDliTihinIq1NJs9pJkoQkkUy6osoSuR4HOQkLrypLRAwTVZIpTCgr5HoctEU1spxqclAwOEGwixKdYluoc/9+l8oQVahNaKZ9wHuTirhh9alF2xXZLpWPWyOosnRQx+kLkiThSiEfvUm8uVSJ6kAsaZU3Lfuw6g2DCEob2IMb0SfZT0VO/wcuIEh1VDeREy4CknT4k4F8GsiSxKgiYbUNa2Y395aenhdVltLUOLL7MfORtk9JEsoqXQhpby5jEkJpRk60MW5YyUFHVBfKLTFduES1JjJHdgxSeyO9iiQRTZGM3NYQZFiBr1+6yzFdSEFqlsXAkIe4aTG8wCf02QGwccgiMUvcECo41e3RNFebXI8DZ5f3YOnHLUmC3BzRuWn5M8yq28EFw2ex3xBkmrpdSSWXviBJEiecegbvv/U6tmWh6zoNTU388he3MLAHJZ4MMsigf8gQ5M8JxhRn0RbVaY7ojEl8OA82sUChz9FvgX4QQU4hrXvaaehdQ9W0LIbme9kfiGLbNn6nSiCmo5kwrKBvopLaSZiWTdQQkl7l2f23qHV0lrme/lsmC7wOIQWX0F/tiiE9dCKpVkSHLKetU2WJQp9LkHvLpioQO2BC7g6ieDDWN4ARBd6DylznVGWcinzQROZQwO9UqQ3GqGuPo8hCaeWLDIciJwdpHYGB/y34pFbs/rhWpMKhyAf5HROKLcGYQSAqgvg6iLtl2UR1K7FepizLxcdtUUxbTuqJ93QsWSLpntChQDEg98DuCgD7WqNIEvgS30rNMJOJWuxEsqECn4OqQIyoboIkUdrl2sqJQbKVQnTjRufxQ4ve5mcrnuK9ybN55qMVsH89lI5CCjVxwiln8N6iV3shyRKKqnDTr+6kdOgolr33DjoaDoeDCdPndFPgySCDDA4O/z1f9C8Bcj2OfhO/jg9mKpE72OQNeV4nvRkYbFskCOneRuE3aVki0K2jzdZBBo4UJKZz8z2Owy7hJEkSI4v8VAeifaar7g29kVpVkVGVRObDw3QKn8QCezCDh0MJRRYBfhlkkIqDeb0lSUom2REzM50fKM0SQbJBzcClKhT6nAzJE4HDrVGd/a1RZg3O62ZJlmUpqRQTNyxCcSMZxHqgAMlw3MCtKkJhJxFf0aH6IyQ5bVRJItftINKLsQGENNsLTz8FJfMA+NfKSj78aCs/H+vg5Ft+wK7cMn5dVCQk26wYVG5AkmWQYOTYo9ixZWO36zTzuBNZeO3NjD56GtWBGHf86ymqNq1iwFHTmTJ95kEZSzLIIIPuOLzznxkcNjywqpLpf15KzOj9o/xpMLYkq0dy1pGiekieN83yerCWpSK/i2K/65BOwS/Z08wp/1jO9oYQNYFY2rbUznZTXZBpf1rCnuZwT7s5aAzK9fSpXpBBBhn0DxJiwFndHuvmhpHvcaIZJnluB9FE2npVlnAoQhe9NaJhWIIAp8KySSYkihmC5O5rjbK+pp0djWGq26K9tidmCDUdhyyhW8InOpiQubQTPymhShHuhSBvWLOS751/Fi8893Ta+m0xH+5LF5AXauebJ17OW2++mN5uy2LxG6+wY8tGZEVh6MjRqA4HiqLgdLlZeO3NTJw6g6gupECHT5jCL35+C98971Qmln/xshJmkMFnjcwQ878Qz22s5e8f7gNEwMmRIGefRp6rP6gPxmkKa4wvzep3nT8u2UtrVOfCx9YBsPqa43os98Z2EdW/fF8bwwqET+YF/16D2yHz0IJJB23R7s2fMoMMPg+o/94P/2vqV3/3B4Q0kQVxSBcVnnyvg/1tMfI8jqSvPwgf45huYtgQjJvsa40wY1B6CnrDsmiP6YnEPiRUgmT2t0XxxtOziqZCNy0h0abIhLV4QstcSHDu+vYVGKaFQxJEPap3J8gb1qzkrlt/hmno4Ev3cb9845t8zTK5Yco5rO016kPAtizOOO8Cps4+NpkpryNxiGZa+JwquR6VHLf6uUqqkkEG/83IEOQjjDVr1vD8uys4/oQTkh+8vtAU1vjN253RzYdLAXRbQ4gfPruR/1w89Yj4sp35/1YCvZPcnmD14De9pT6IhLCId6BjujU1KGlPSwSA5zbVMX9C2SdpcgYZfC4ROOX0/5r6ka+eQShmMLQHN6GOYNuus1UORRba7JLIbKkZFiv3t+J1KAzJ94rMlhasrQoQjBsU+Rw0hAQBN22oDYoMgg5FTsrFGabF+poAcdNKDoDzPU7CqtC9toGa408hbliMkCS2rl/N2uVLGTt1NkXHHgPAs48+yO9+fj1mRzKPAUcl2zy6pYo/L/4nixwe7jr2Ylj7Qp/XRXU4k6Q4tZ8QyZ5khuR7KPD2nBEygwwy+GTIEOQjiGXLlrHgG99A03Qev/eP3PP488mPXzBm4HHI3VwQDDM9uOQTaMb3Cw+tqiSQ0B/96pjiw3OQQ4SIZnLzq1up7uJW0RbVueTx9UA60d6dEOXvKWr/9W2NGYKcwSFFR2rgVKvfZwnX7p0AxIeP/NzX9+zZhaePsgNzPN18jB2KTCyqU+Rzsqc5nCS4UcMiFDeJ6BaqLIwLQ/OFm1VHvIboAG1qAjHKst1sqm1nUJ6HLLdK3BABg7IkJe/h8EkzGTZhCpZt49q9E9m0efaNdcmUz06nk3seF2T3tz+/vjPT3Zjj4bSrAHAaOo+/cidhh5tLhkzFVp2c+5XjGHfmFF548mGcLjfDRo5m9PiJbN+0ASQ482sLmDh1htBit+3kDF5IMxmc52FQRq0igwwOOTIE+Qhi8eLF6LqOZZkYusaaZUuTHejce5dx0ogCfn/WuPRKXSwEBxMct2RPM80RnXOPKk1b3xbVOfkfy/nTOeM5dmg+ALEEEXcf5kQGhwLv7Wnmw49bu62/7c0d3dY1hTXWVrcDvSXR+GyzcmXw+cOhJLQb1qzk+988F13XcDicaYPgzwqDf3otADv+8/Lnvv6ByvbkzuRQJGKGmcj6KBIPlWQ5yZMkqgJRPA6Z0ix3r8o8WS6VHU1hLNtmX1uU1atW8N5LT9EeMzhp3vnUehx8/5vnomlxZFnmylvuYPbZC5jyq5tobarnvKp9IrgO0DXxHYcuaaCzS5L/3rH030xu3MvZ5/ycOk3MXF103pkMyfcy/8JLe2xjKJGWvjLhL92R5Ciim8lsjxlkkMGhRYYgH0GceOKJOBwJcf7EFFoq3tnV3L1SF0L8UU07H9W0c83xw/o81stb6rk1QRi7EuTtjUK099G1VUmC3CFD5DoC/s2b6oLJ/5vDGu1xI2n56Qm9JdJYsrcl+X99ME5Jlov393Re09r9e3lg8WNp1/1w0eMDka6YYXLVc5u5fObANP/J/iCimayvCTBnSP6hau6XFoea0K5ZthRd17BME4P0QXAGhwayJFGe5UaVJQblejBsOxmXUZEt0xAWusK96YIrCZWLXU0Rtq1fxf9cfj6GJuq88p+HGTJ8JPF4DGwb07L42203sOr9tzm6Zj9NdTWkzulZlsXmj9YSi3YJ/DNEhs7T9q7hurUv8NdJZ/Ly8Bn4rChGH1rehmnRFNEJayYFXgc+p5I8XlNYY3iBNy3rZQYZZHDokCHIRxCzZ8/miSef5L5Hn8GTYhnpySpsmFaPerg3vLwV4IAE+dYUa2pEM9MsMR2HW1UZ4B/L9nHF7MFJgmx/RhbV+kSmubd3NXHzK9uS60/75wqgb1/k/iTEOPP/rWTV1cdye4r/9kN/+yPWlnfg+MtgspBfsu1DPyXeG+kyTIvq9hiD87ys2t/G2uoAdy7WeOqSaf3et23bXPDwGuqCcV67fEZa8NKBEIobuB1Kv9JYH2kYVvfMfYcDh5rQFhw1BzWnGDPQ0OMg+HDgg70tVLZFWTC54hPvY0tjlEfe38gf543vtcy3H19PWDN4+tv9f167YltDCL9LYUDOJ0v28uyjD/LOay9y0unzmH/hpUJ6MWW7U5UZ0CUBzIY1K3nl6SdAAp8/m83rV3PKvK8xd/6FrHrjuSQ5BhEct3fn9m7HXfnu6zT10qbFb7ySvkJWYNh0isOtPPT8L9lYMJgbj7sUgLDsYVyhN+0bFkpk6HQ7FCK6SSiRvjoQNxhf4mdvSwTdtPA4FcaVZtQqMsjgcCFDkI8wHnlzGa96ZsK6l3nu2Qv41p2P88MzZia327ZNIGZw8j+Wc/LIQq45bmiP++kILukJXacWK9uiaamcU7f/e00VV8weTCwRkf3m9kZ8TpXH11VzwdHlTBmQ84nPNRWGabGyso05Q/J5e2cTN72ylRJC1NN7Rrze0F/i9Nq2xvQ26DEwzSQ5rv//9gAAIABJREFUBtiwbjXfvfFGAJxOF/c8/jxAkjCn/j9x6oxkZ9vcJJQxCoqKOfNrCxg0eHByn6mkS7NivPL0E0ycOoNbn1vO61Umv5/uZGm9uN7BSO+SUz0R98fW1VAXFNapQMzokSB/+HELb+1s4n9OGZW2/pIn1jO+JItffXV0P67eZwvLtlm+r5WNtUFGFPq46ZWtjCryIUsSTkXmuKH5XDZj4CE/7tTZx+JwODHQPjWhfXtnE7/+SGf01fdxUnjlYfVB1gyLZzbWcuqoIq5+YTPApyLIH1aFWLm/jV1NYSb0UmZzfedMzzMbaqkKRLn6uL4H6l1x0QEUZ7oi9R3YtW0LtydcMpa//y5V+z7mqp/dmkaAR4+fSKC1hZy8fLZv2sCeXdtZv3JZt8Qba5Z/wLOPPNBNb/iQYNYCpIETePC5X5KvqHzlzOuJOTrf00umDkgrXheMo8oSQ/K9SEi4VRm3Q2jOjy7Ooims0RLR+5xVyyCDDD49MgT5COK+++7jaWkyFHjg5O9jzbqAR3YbzKoKJMs8vKaavyzdC8BbO5u4uheCbNn0mNgDoDGspS1f+Ni6tA7p9nc6raodPscdFuSXtzbw8taG5PFf/97Mg84GB3DOA6sY6Fe4+/wSdNPi7x9+zMNrqrn7vKN4ebWw0PRFjtdXB5Drtvdo2e0vQW6NdpFzGncyxCNpq6ySUZD0J4zz1ztuY/0q0aHKigIFg7DCAbjz1xSXlNFQV9PtOM8+9hBHHT2FguISCoqKGT1+YjKPiG3bPPPoAyx+81WaT/gxDJrIjas6709TxOSpRx7k/Isu7dbR33Xbz9Ks0G15w/nT+3vIcqkE4wYtEQ3wdWvPVc8LwnTz3BFpAU517TH2t0aZP6GUyRUHHviYiWxlB0rR2x8LvG3btCcsY6mIaCYvb63nyfU17GsVg4WOTIsNoTjjS7KoaY9x7/J9nDWu+IAW86c31NIUjjOlIod7PtzHT78yglFFvT9nE6fO4J7Hn/9UMwjv7W7m3V1NvL69EY9DYWvA5Dff/j6D8j59Suze8PLWeu56bw+vJN5VIBlgdrC4673dPLFZ+PTvbOpZK9xIGVQ/sb6aPyzeA0BMt/j+nME9Ji3q+ly8v2xFclt7TO9Wp2v5jpkYTYsjSRI+X/p9fOS+v9JYV8trz//noM8ZODzkWJLxjJzOwnUvcfrHa9n/6zs5f9opjKgO8MLmesaXZHHyqKK0Km5VTiYeMm0br1OlwOfgqIS1uDTLRXUgRmHG9ziDDA4rJPtAid6/ZJg2bRqrV6/+TI41btw4tp54C3jSp8nGVS5iy8BTAHBFm4l7CpLbhkqt7LW7+6heqawmPz+PQGtLt459dWUbVz6T/vF/5FuTkymtp/1pSXK9aunMa3qZ9waeR3O8e5unVORw8YAou9Z80CuBCCdE/FNT73Yc44fqKlblzWRloyCh/3vKKB56awUf93BOXaF88DDWvvU42qq457HnOHqasLQv39fKj57bdMD6RVtfoXHsmQcsx7b3YOUz0PRx923XvQiRANx78YH3cyBc92LP6x+7nlH5LnZu3ZSWMVH8a6MoCl+77te8JE9gaL6XywZp3LBKY66vmfw976dFvS9aupyfrhYDg1FL72LWlElkZWdz9MxjWPiBIOYDfRJPf/eY5DRvbwT3z0v28vCaKu6Z4+St555MHmfQ4MHkFpYkCf2LTz2GaRrdfXgTmRWqW8L87t1drK1s5YkLpzAwx011IMJzG2p5ZXM9Yc1gbLGPmVkxHtsVx7IlSvxOHvvmJBQJatqiXPbEOi6aXMElUyvAtpFsGxD7ty0LCfioOsAvXtuGbNtIiDIjC73ceebYZFukxN8dmzewZf1axh89mVFjx4vtVnoZsAm1NuPPyetcl/KTbJuqtii/fXsntmUxIt/DtyaX85tFOzhpRCHnHVXSa72+ljvW2baFYVjEDRNNN9EMC80Q6Y/f3FqPZphENRPTspBsm+tPGIZXlXHv3AY2xIaPBLruH5DAVlQqqyvZvudjFjMUU5IxZIXZwwq4wNGGLctszM5m9b69DJt7Cv4Jszj3oTU9Pr4Ty7IZ5gjTvm4RVt1OTjQM3B4vP3/9JQzTRFEUTj1rPm9srsQ6+6cAHOdtYaK2m4FbNrFp3UrelhTqa6qwLAtFVbnpV3fywhOPsPmjno95JPCVxN+3E38lWWbS9FkMGzkanz+bHVs2ED/2O1j7m1nx+PWsGDMD36svJwOtG0Nx8r3OzlTatk0wbhBLGCdK/C5aIhrlOR7GFPuT5VoiGqv2t3HC8IKD1qOvqamhvLz8U5/7fwO+LOf6ZTlPOHzn2hvvyxDkLvgsCfLQoUPJPuob+Pz5SLbd2ZGveAppxteRbBvJ1JAUh/gfG8km2dnL8Qg4PcjYSC/+BsmykCrGI009h6H73qXZP5CC5m1UjjgdCZuiwB5yvW72KKWM0SvJDdciAauzpyb3KUHKsbosp/wvv/0PJGwmT5tJSWk52/fsR2tvxDd4Ah+rgggsGKpQVjGQ2qr9PL3HQMJGWf8SHH1mcj/DaKVZ8hMylV6P1dEO2bbE+e9ZgTRsOu7W/RSZAdqyBhF1ZKWXj7QhtVQhVYzrvK4125DKRvdyDLqds1y9GSnULJYBSXUhDZkiyu1aLtY5vUhaBMmTjRSPIFkGMiD5C5DiYSQ91lkfkCQZSZKQcstFna7X1TSQDE0cV1aQou1IilOU8+UjtTcgqQ6UvDIk2yZf0Wmpr0XOKUUy9WR7ZSTyCgpoi5mi3dhI8ShSrL2z3U4vsqkhySqqreN3qki2TTDQlmyv1+PFNA2R4UxSxXXSY+JeJMo4VBXbspLEtOvv86+DksHBIior1GQVUevLE7/2BmpGzqE22k7t4MliXaCW5hfv6Kzk9MKC30LDHnj9T50DxKaPwZsL910G1uHJDHogyLKC1cexL7nyavbv2cWSt1/v1DVOYPykqZx46hndBpS/XLSDRev3s+bRa8mJR9j8xhLyB/XeuYfiBg2hOLkeJ6ZtUeRz0RiKM7E8h/IUP2rDtNjdFGZ0Sf+TKHUgQ6a+ePiynCd89gQ542JxBDFp0iRuW/xvJrbVdt+4b90n22n1ZvEDYJn4s23DASq9/8mOBbBaTJOe1bFctb/bbgcA01PrfPBIn7u0kLAlCdu2sCUZW5KxJEElbUkYvewNb4hlU8NW60R5SJSRsA0N2zKwooHOdVoMOxZKlO3Yl9RZt2M9YElyYn8pP1nGbq1OlrGdHuycEux4GNvtx86SsOIh7PZGbH+B+LU3YkfasLGxZQW7bHTivBRsScJCFu1o2o+lOkS7i4eLupIk6ueUYGtRbJcX2+XD9udjWyZ27XZsLYIF2J4sbG8udqg50V4bvzuX9qIK7HCL2B8SduNesb1kuLjOdTuwXX7sggEQD1NKOzXtgWSgqB2LYtkiVNMeewy2249VtxO7fhe2ZSSugw972Ezsyg3Ygbq0awYgKyozz7qATUGF5qjJ0AIv+dE6VsZyRTlDY0yhh1mjB+BzOUCSWPXhEj54720spw97yGSs5krspo+xAVlRGDz9JHZ5h3NMqUJw5zrWKYOwPdnY7Y34PU7aPUWoZhx9/WuYLVXYnhzs7CLso0/HjkfEtZLAXvIQdrCp27223H6Yei7kV1CoNzOzUMKItKOoKg0N9SxfuhjDNMHpRTrzJ1g2+KMNtPnKmGLsZs1Lj2BYIqGEXTwce+73GOKXuO6Uo6jZu4Ntmzcw+qijsQqH8Mq2RtbWtCPLMm40fB43Odk+XKqCy6Hidii4HApup1j2JJfFNrfTQUPlLjYufpXW1maq2mLsn3E5NhZDGlbjUcuxgU2Fg7H/+V1s28TOLcda8FtsG+RnfoEyawGqZaGWjUKxLVTLRNEiqIbOuDUvoIyaQ03dLso2vE7ZlHmUWQZl4VbKQy1M2LeOU7UoOfUJV601zyff5TjQrDho9BewpmQ4q6q3sLpkJBtyy0k6Fi17Es6+CabN5+iVTwHwEYAkw4iZsHvlISXOAwcPoyYhzSYrClfd9AsmTJvFK08/wcZ1q6mt2k8o2J6M67j4iqu46me3Ap2zK8H2duyVHzDjmBOZfcMt3Y7xi9e389q2Bu5dfD+jW6o57eu/5Ld9kGMQbm1ep4JTkYgaCR8LqbsLmarIn4gcZ5BBBgeHDEE+grjxxhv5fuQJ/P78FAIoYe/fiD1oYjqRe/X/sENdOvLTrxUdXQeZe/EO7HNu6U78gs3Yq57Brt4slk+7Clt1Y73ye7F82b29kMbE8urnsUcdi51TjI0k2ipJ2PdeIuqXj0sctwvR3Lsau2EP9uwFnfVsG9vSsVV3Z3k9iu30ddN45v/mgW0J69KEU2HOtw58UUPN4C+Af10JhgYL/9VzuW3vC/H+A2Hdy/DufYAEsxbAtPPE+n//GC64A9z9CCpc/wpsegv8+XDuLwCQA7VY7z0A837Wea4dqBgHs77R+/4qN8Krd4KW4j9dOgpOugL++R0INiH783AtuJNY7R7sN/8K5/8G4mFwJXyU63ZC6Uh48Q7YtQxcXjj5B+AvQFn3AvaHjyFZRqe1zF8otjtc4hp7c6G1GrYvgUlngTcHdq+AF36DoiiMmTCJLRvWYTs8SMdfij38NEqyXNw0dzi07uZr55+JOeEM0CJIO5byg2tv4KgfXUcocTpt02fxp6WLMeMhcYxUmCaseBsunc+98Qi21CCejed+CXsTVgCXT5xvB6IB8WtvTH+OysfCw1d3lnVnwdRzYPzJ4PSIcxpzJvdH2+Ht26F2u3hOOybepp4LQ1JUHJY8xNurnklvb8NupM1vsezUH/HORovmf/4ZPbccrPHYpTI57gpOnFHOa7dehhFsPmh5uQ1rVnLNTVeip6gvsP9juPjPVI04k3f/I56xuRfcDhfeBVsXi+fFmyvKXvLXnne8dTGMPZG/LP03bHxT1B8yCYZOE+/lq3dB2WioEu5bXqAUKAfKRh1DWdloyt5/kEtVJ4NiQcorN/KdHR8AoMkKGx69jtVIrK7fyaq1L7Jl8tn8adUzYFvMlRX4waPC6vzRa/D2PT02saCwhOam+n5dp1Sym+pG1OEilHq9e3Mzmjh1Bvfv91I+zs2/1q+GVcvoqrauGRavbWvgvJ0fcsXGN/jdtPksHTb5gO2zAKeiiORQukhnbVngdmTmYDLI4EjgC0+QX3/9da6++mpM0+Tyyy/n5ptvPtJNSmL27NlsGrWDdmcX/dpBR6cvP/VzCPUgKrTyafj23zqXL/5Tuj/zu/8UfzctAj0ly1y4TXTsqlOQyLwUy0bjx1A0pHN50d2w8U2o3wULfpd+/OtehKUPC1Lh6cGiMeb47iRUi8C2JXB0SvpZVwrJtEwhi5SKcAuserpngqxFBZEBeOD7grR1QOqjY3n9j6KTH3tij5vVcDOl0WqqJp/FTy4+j/DWZSz2T2dbIEGMeiMVPWHSmeKXgr9cegres4bwnSVx3E27GTRuAg6nk6mzjiUUbKd2+8OsH3I2UVeuILCmCS2VIEmoa55Fsm0sRQFJwjQMQdwABk9G3voOY398N9t1ldvOGMdH0ly2rrkX2huJHXc5lh5n/1M/w3L5ICSCseR9a1GfvJ6Zt/ybJVPOJWvK6RQ7DfZs/gi7ca8gRZYp2jJiNrIRw61AZM6FglzWbIPysUiKyk2/vpMRY8ax8OZfYpy4ENuTw6kVCj8/Zypep8IDdz8kEiusE1Psiqp2U4uYOHUGN/3qTn57y0+SSRjSYFuw/hXsuQuhaChsX9pJjiGdHKdi45vpz5G/QLxDG98Qy7O+IZ4bLSoGD/vXw+rnhYVz/q3wzP9CXYISuf0w+Wxoq4XcRPbF9a92O6Qsyzh2fcDVP/kJf94YRbvwT+IYgTqOl/dx+3e/yeP/+DNGsPkTycutWbYUQ+8SgNpWC8//Gk6/Ln198TDxA/HMlPWhYLLjA/F+yApE2sS6odPgnX+IQV8XRIA9iR96XHxjxp/MrBdvh3Arc0tHMah+J9PmXMS0+p1Mq9/FN/Z/xJUAi+8nuuTfaLJC0LS42JfHylAL2/M84lux8U0xMOtoB6A6HOT/6H6GNm1n92O/RVYUBg0bTk6uiGcItLXS1tJMbn4Bw0aOTvrlA2kpm9t6INhdUzqn4sN94p35F7CrKcxPX93KVccOpSxbuEFsrGunItjE/W/ezaqSEfzimAtx9iuQWEgZOhThnNQY1inLdvUY8JhBBhkcfnyhCbJpmvzwhz9k0aJFDBgwgOnTpzNv3jzGjRt34MqfEUYPHciq6l468w5Ub+l5fXMlPHkzfOO3YtmTLQhuzVbx27q453o122CGCsXDheWwA0/dIqyTHb6Bf/8WxBI2vZqtPe/r2F6C1Z7/FfjyhVVTSXnMdi4XhLc3PPgDmHMhDJqYvr4nkrTjA3j5d5BbDpPPFKQgFbYFW96FcXPTVksfPIKqKJzsquK1xLqZg3K59vhh/Oi5TTSFNc6dfRTXHHc2c+9dxl+2GujmNAjY5LhVAjGj9/YDp8s7ed0akfAu7o4VVx0rAm4Gz2DRWA2v8xhc6qXdyl313CY+3NfKzfOPJ7jlQ3LyZoggzBtEKttUuau3X3uJ7VYI6dTLueiaa/nrFoOFswZyxqzBnHH8rG773nDq6G5SWB3WsuX7Wnl4TRXBuEHeUXNoic8B4MT4BuqsWrYBF84cwVxvDldesRBN05DKx2J/9Rr+58GXOPuEWby7qwnrzJsoJMwPJ7s4+4TONkydfSxOpwtdiyPJMjf+6s4eycj8Cy9lxJhxKUoiICsysiwLf+cdSzCOuRhsC3nJAyDLPZNpACQkWSLf6yCZKuatv0Ognuy5F9E++5vJkvLzt3HsqHI+qNmMCdC4B/5zC1zwG/jabUjLHgPbwh46HZxueOHXcMHtorIulDckSUJWFC68/IdkZWcnr22Oczm/ePwd7F0rcOxbw6WPPYvboXwqebmps49FdTjSLcgAlRvgXwvFANbZgyTY4vuhZERy0MNJV8Cyx+Gok2HnMuHmtXuF+M4YKRG7XchxQVEJg4YNB0gS0qy8AuFh1THDosdg67vYg4fx3KAJPDtsOrwk/JOHA8c4XRw9dDrf2buGMlPn38EmePAHNHhyeH/AeN4b/xWW+XNpqVlB45BjKfCqfPe0WfzPWh2co1i9fmeP16YprHHdi5u57KxxlGb1XyO8P6gPxgnEDBbtaGLRjqakMtCafS088tr/4bQM/nX1HehNDiy9Hy4itoRTlVEkCcMS7hYTyjI6xxlkcKTwhSbIK1euZMSIEQwbJiwmCxYs4IUXXvhcEeQNdZE+t1c8fwMT581n2KjR5OTlp2l6Njc1EGhrpfapH9N+7EIiZRM4095MWK2CQT4YdCYFRcX4/NmsWb4EXdNpbmzAiDcSAKZ+82o2U4IdqCH+4FVgaCiKQvJTHgshK4ngOVmmb1rYBeFWRrljnFuyj+cefoCdg+bC+K/Azg9xTT+bbgIZW96Fj14VJPfVP3Tfn50gPjVboHwcGHHK1j8OAwZRWjGAcP1yGvPz8fuzUZ0OBg8bwSVXXsWGLdv4U5eEhC/c/2fKc/4BwGsJdY2/zRdqry9/ZzrPbapj3vhSXKrMxLJs1iRk9741uYJBeR5+myKL14EThhXwXiJL34+/cyGn7q/l2jcrOWVUIYt2pFv/U5MC5Hl7l2r6xSkjeWJ9DefOGYJ6UneSm2oNm3/hpby+rYGfv76d+3ZYjCj0ctn03nWC+7KQzRqcx6zBwgrXHtP51qPrOHtcCVfMPg7DsnlkTRXnTSglxz2Ue/9xH0vffp2jjjuN61ZoPFfn5v2Xt7BkTwvjSrP42/zZaWomHcfur5TaxKkz+OfTr6RNeUPn4GB9s8m+bZs45yHh155K+rdv2tDjAOCFxct57b1lDJ5Yxplfu5aJU2fw9s4mtu/cSXz3Wr5y1+1pGtcd+6hqaeBFK4+2E7+XbN9wqYVv/PC7PLx/P9mNWxlz0WXdjpeK046bRZlXZs0yN1Nn35J2Dz+pvNzEqTP4x5MvJfW4ayr301hfS1FxGeWDBuH/cAlaqAE53IrlzUnOrAzOVnFp+9HLihhQqqJ7WikanoUzupQTvn0q/qvP55WnnyDXraA6hDvGtyZXcPJzbySvS6pVtivW1wS4/D8i/sEpw8/u+CPzL7yUmG6iyBJb5/rTzveuxbuZdstlTC7P4rkf/C+LH32ZE6o2cUbDNr6+80MA2rzZLG6L8d6Ao3j+ta3IRUOxus44peDlLfVsqQ/xxLrqAyZT6gm2bVMVEIG2T6yvSctCWhWIpZVdtKORhpDGhH/fw4lVm1h92/9x+UUn07p4NycM6zvLpW5aeBwyTkXGpcpols3wLLdwt8gggwyOCL7QKhZPP/00r7/+Ovfffz8ADz/8MCtWrODuu+9OK3ffffdx3333AVBXV8fKlSs/szZW3NW7bNEvjivjhMH9C8bQTZugZpLv6d+Y5+Ln91IbEtOy95wxiJH5nVHSJz8ippD/MiHMuKMnd1vfgTF+g20hcbwJShOVDc2UeSS2ekfxqzERZk+blCz7zz//gXc/XMHcOTPZP/GbLEuxmk9e/keaa/chITHr+Ln4srKYlOh033xZBPyceta5jJ4wCVmC2pCOU5Ep9PbvXM/7zy6CmiDYb144Mk0b9sGPmtAtm+9NLuqx7iMbm3nwo2acisSr3xyJYdm8vLONDyrDrEsZ3Lx10ShaogarayOcOiybUFsLbbKfMr+Dds3k5rermVXhoyLbyanDDo9VyLRsvv3CXhoiBn85bRBjCt0HrtQPHEhPN9TWgj83n9ver2FHcwyPKjMwx8lPZpXgd372qcoPJ1pbmjFc2djA6poIswb4+v3OHSlM+Z6Y5Xnv7gdRZImwZlLZrjOlrPdEEx33NLX+u3c/SJZTPiht5avf2M/df7uOicUe1t3/cJ9ln9vWytdv/B7ji9z84Za/8/sP6wDxbj2/aCOBdz/ghMpNHF+9mZGJ2aKA08vSinGMOvtE2qZOJzhmHLaj0yXhtV0B7lpez2nDsrlhTinbm2NsqI9w/rhOwpp6rqloCOv873s17GzpQe8S0n27gWG5Toq2bGDpkzezYvpcYvfc3S2uwrJgf1sEv0tN05OPaiZ+t8qIQh9xw2JNVRvjS7PJ8xxa94rGxkaKinr+1n3R8GU51y/LecLhO9d58+Z9+VQseuL+PWWbW7hwIQsXLgSE3MdnKZnyzrcjXPjcHmrbxUf4rLHFVLfHGFHg45ypIw5qXwfz2IwobqI21MIxQ/KYPmpw2rZbTxXZnObMHJS2/qjSWnY1hZM6nQtPmsj0gbnc8+E+vj5xWjIRgmFa3SwfN/zqTr7XVE9uYQnXvrAZEAT5/R/MwdtHFq05X/lqt3V5B/l+HF3RxNK9LZx/dBn5RaVp2675SkmfdRfMyOPBj5oZUegjt1CUvbS4lItMi1+/tTOZRCW3sIRcYFiK0XZAonwB8OS3P3lWs4PB7+f5aAhpzBpecODChxC5hSX8cX7f1/KLgo7noMtr87lF/S2/AmBgRed3bWQ/6nWcZ0f9wRUH/1186MISfKP/QEPK/nrDqAoHPzv2Yn560gg0tTOpSm5hCbvzWnlt3Ek8PO4kAMqDzSwaq7Hm0ReYuncjI/8iZp1Mr4/w1BkEZ80hOPMYyrLENyyCSm5hCT98RMwYXTxnFG5VSTtGVzy/t5KdLXGunD2Ye5ft67b9Zwn3MlkSktlN9W0seu0uqrIK2fg/f2B6l28NCKWKErdGzLDITcmEZ4Y1hhT7GZDvRTctAko2Y8uzkQ9DevUviyQYfHnO9ctynvDZnusXmiAPGDCAysrK5HJVVdXn7kEaWeDhjtPH8sLmOi6eOoABue5PlP3qYDFncB5L9rRweRcSDHDWuJ47sgcXCIvwOQ+sojoQY0ieF49D4boT0qcuDzQt2CEh9oezxuL9DCyMP/vKCB5dW82Pj+05C2FfKPQ5eeN7M7sJbKiKzK2njebrE8toiug9Vz4CGFeSRS+3L4MvKcLTZh640Oeg/oBcN8vKxzJvG7BNZA99+pKpAJwzvjQtVXxNVgHRrx9H7dEnMf6VrRRF2rjNU8fXWnfiX/4BFXf+BoDhThdTikexbewU/IVfw63HiTlcvLe7mSyXmnQl6rHdmnAFuXTagB4J8rLysQA8cMHRXPbkR9z9zr0Mbm/kJz/5O+eP69m9ybZtslwqkpTusGZBcrbFochMGXDgzJYZZJDB4cUXmiBPnz6dnTt3snfvXioqKnjiiSd47LHHjnSzuqEky8UtJ/fHpnPoMH9CGccPK6DkEwSu3DR3OHe9t+cTB71ce/wwdGs3M/vonD4p2qK60IlNSalc7HdxbRf/Q6sjIUg/BiMFfaTWPioTRJPB5xy+hFb5JyW6n1X9Yr+L2Ylg4GXlY3nwG0czJGFlnTYwN63snWcJclqRSKDR6M3lx3Ieg66/GLdDoSAWxL9qOc2vLiJ76RIWvvUwyqKHaFNUVpaO4v2l43lpwFH8tHwMP//qCE4p7N6ekGbgdyq9Dvg72lrkn8GFW97l4q2LeWr+FVx8Ve8SjaZto8gSitx1n/ZBZ8XLIIMMDi++0ARZVVXuvvtuTjvtNEzT5Dvf+Q7jx48/0s36XECRpU9EjgHmDMlnzpC+g076wpB8L39PBMUdatQFY2S5HJRlu/q0xO9tiaBIUrIDziCDLyoqfi9cJHb85+XPdX2PQ+H2pcJPee4Ft/c6+PzRMUOYO0Iw2orsTj97pyJx1r9WkeNWefvK2bSdcjrPFE/iziHzyY6HOaFmK8dWbuT4qs3ctOoZbln5FLqssPOlUeSffgrBmXMITZ+FlS2st2HNxJew6ioSmF089jramtv4Ff7+zr0sqRjH4gsW0lcooGWBxyUT0kTWvGyXSPaCLc4/gwwy+PzgC01QY8YDAAAgAElEQVSQAc444wzOOOOMI92Mw4L2mLCWOjKRzknIskhGsr0hxNg+sk3ppo3BFzY+NYMM/isxMNdNZVuszzKXpqizZLk7uzDTEu9zIGbwu3d28czGWsYUC5m5dpePl4ZO46Wh0zh9TBFjvRIbn32DE6o2cVrdFsb8v3sovfcv2LJMZNwEQrOOYZI8iIZioROd7XbQGu3uSiXZNiOuvRJDkrno9OtY4Os7MNbCxqXK6KaNZdmEJOHG4XEoaeo2GWSQwZHHF54gf5HRENLIdqsU+w+tvmcH4oaFIh3Yp/jzBDmRBvpAnhOSRDeV4phuZqY5M8jgCKLY78LvVJO+x6l4aMEkgvHexSa1FBPvUxuEysWW+lByXY5b5f4LjmZoYtZo/YhSVlcGmL5sH7fMLie05EMq1q/gW8HdlD78L34Tj/EbIPL0OF4ZMYm/qYN5s3Qsjd5Od48h7Q34qxu5cN5N7M8uJtvVe5eqGRZxw8KhyEhAvs9JXDeJGxa5h1itIoMMMvj0yBDk/1LYto1bldN8bQ8E3bR6tTbrpoVh2WnTfPvaIjhl+Yi5IWxrCDIk35sWbd4bOhRLJElKEF9hSZYkia31wW7WZFmSSDUgW7bNx60RyrPdmcxVGWRwBOF1Kj1+c8aX9jwjdNGUCl7YXN8reZ4zOA9ZlrhwSkWSHANMKs/h6LJs1uxr5PZlNdjqEJg2hBsB53E6M+p2cFl0D19v28WMt59ndlTIOu4uHsyi0rEMDDYyKNhI0zcu4o2RJ0JEJ6ePb8e+1iimbTO6SEaSJByyTNQWBDknQ5AzyOBzhwxB/i9ERDOpD8VFNHQ/6xiWze7mMAU+J4VeZ7fgtOpAjJhhUpHtSU5bOmT5gJbYwwlFlumvSndNe5xoIgGBJElIEuxoCjOq0IckdZJlgH2tEXHdUs7NsmxkWaI6EMsQ5Az+63Eg7eovEq45fhjXHD8M07LZWh8k1+ug0Ofk4sfWISGxcPZgjuqFXEuSxA2zS/n+a5UUeJ3saBLyk5rqYOmA8UjDjuPoeeNB1/FtXI9/+Qd4lrzPt1a9R7YWxXS5qbz1Dq6vjvL0hlrGFPt6baeqSHhkGY9TQZbAoUhC0UeSvnB64Rlk8EXA/2/v3oPkuOp7gX9Pv6fnPfte7Uq78uqxWmn19BNIsEEmGMeOjRzLZQcSi4IKzh+YCnFVSMUkFZDtwOVxcUiZOOACygrkBgz4xbUg2Nc2ESULg238kKW1tFpJ+5zdefd097l/nJ7R7O7sah+zO7PS71Olwsyrz2+2p/vXp8/5HUqQa1Qm76A/nsW6hukH3PFsHjnbQb1fK1vruRzX5VC8hDPnuGV7ZRVJwkAiiw3e8rCyNLmXdTk4LsdI2kKDX4PsJbq/P5vAunr/rEM9srYD2+VQFXH7UvJ6kjlEHC4XE20A8d1qsgy3JDiXi+EZLqveuOSJXB6cY9ZeqEqzXQ6Fxj5ecN4cSqEzZkJXJJy8d/+iPms537+YbckSmzSx7wcf2TWn98V8Cv7PR3fBp8q4/Gv/b9JzbYVJgKqK1I5LkdpxKfDJTwG2jchPfwS7vgGuP4Dd6wPYvX72Au2mKqMj5kNTQIciSdAUqXiRTkO7CKk9lCDXqLTlwClJfh2XI57JF0uOyZJYljRrOzg6nEJryJi1prDDORRZgqnJyNscxpS/fCbviAl/JeWHJIbpA3WXWCbvYDSdx0jKgl9XwLkYA21zPuvOygAoEoMEcQER0BW4EImC4k3cOxcMg8QwqXfa9covObx6yeJY2gZjC0uQbZdDZjOXrRtM5hAxVHFS9uRsFwMTWXREfXMqd1dNR4dTiPhUSEzsywwMdaZa8+2uBs45NFkq1hvP9CysYszZZA5+VQYW+P6C+Wx/oW1drIA3dviHf74LN31brKh1fXcj7npXR/k3KArif7JnXtuQJIb2iAlJYlAkQJNFh4XEOFWwIKQGrZzZVxcwh3OMpS0AImmxvdnYpaUyEzl70ixqnyJBkRk4B2zXRTrvzL4Nl0OTGUxVRs5xpz3PGIMsMejyuYRDZgyyl4BwzpEv875KSVk24pk8srYLSYJ3EhFDHhSJwXY47Fm2X2i/xBgUWRKzwiGK7ssSw1vDqWL7C59fmloV6pMyVn4FxqWSzTvFv7cmM2jy/BM+x+Xoj2cQLzPLviCTd2BN+f5czuHXZKSs2fedWqAqEoZTOUR8KnasiqDOVJHM1X67OedIL/P367iiUkIhQQ4+998IPvff8/4cBiBru7O+//XBxKTfi1vmtzPb+13OcXoiO6fXLof2iA9f+5Me3LS5GZ/+w7Wz9uzOp63HR1PI5R0UboKpsgRFYkhbDjrr/FTBgpAaRD3INUBmDGeTOURNDcdH0zBVGQFdhlSSwiUte1IPsaHKcFyOM4kc5tLN63DRSxH2qTg1np22HLTsJaSl4xYliWE8m4c/m0c67yKZs9FVP/MYu9m4nKM/nkXEK8jvuCLhlhiDpkg4PZErDnmQmbj1qMkSdFNGxrJxNmlBloCOaPkJg8xrryozqI4omySSXo68K8Yf5x2OwWQWmizGAEolY5NPxjMI6AokMIxn7VlnlTsur9gJ7Z14BqYqw6fK4AA0WZ7X5+cdF6NpCy0hA2mr/CSlvOOK/WVK8iISZAUpyy72oC2nRNaGqrBZJ2GmLBuaLEGTGFRDxSX1fsRMDRIDfn1yHDMX8pusdAz6chpOW4B3V2KpV40cTechM0D3Ju+63vVQy/8WyzAn3vPeeX0e8yrCzPR+23HF/soBhYmykxnbhSoxxMxzi+vMtv1UzoHLzy1Pv9C2VtJc67zPta398QxsF/CpDJp3zFW8O4CrIgbWUi12QmoS9SDXAEOVoEiFAycrJjKFE/rpiSzARcIYz+SRdzgMVfSM+jUZkjQ5RX5nLI3x7OTeRMfl8KkS6kwNDQENb3mTUQokxqBIUjFpdFwOmTEoTMLARA55x4VPlXEmMXuN0pk4Li/2lNouxzvxDPrG0jgRzwAANEWCrsjwqwpMVYIqMwR0GX5NPG6qYuZ3MmcjVSYRZEx8d7I3tk+RGHRZQlBXRDIsiSEjiZwNXRY941nbxRtDSW8criTilRgSOXvGXuRs3sHbo6myzy2EKklIWQ7qAxpCugJdYXPuqU9bDsYyeWxrDaM1bMw4XDxnu/CrMlx38is4F8vbypJUrCF7PjnbXXQPO+ccQ6kcGMOMvcDJnI2ziSwYYxjL5KHKElrDBqLehUvU1KDIrLhPnW9bZxIWMiV3WTjnZXs7KymeySPiU3Hp6ggSll2x7XHOkbUdjGfzGE5ZGErlMJjMoc6vwnJdZG0XuiIhnp3/EuijafF5faNpSOe5SMs5YjuW7WI4lcNYVvxu7FnCtB0XY2mruL9lbRd1fhUjNbRceyUNpyyk8o53bJGKnRKKDNT5Vexsi6yoMpqEXEzol1kDVFlUXuiPZyAXx8t6Y4ABWC4XvZvepDUwwFBkbGkJQVcksCk9yI6LSbd1zySyGEpZ0BUJfk2GJkvTyr2JeseiB/nURBYn4hlITPTI+jQZLSHDm3UNvDGYnJRslDM1GWBAMbaxjIWoT/UW9RDP64oEXZZgqDL8mlgq2lBkyEyCoYqZ36Yio388gxNjIqkufE+udxtbvB7QFVF0f2trCKYmQ2ZM9MazwvcttmMo4sLk6HAKPlX2TmAM6byDoZRVNq6s7SKkq8XEzPUuJqbiHGUT+QLbFd9DzFQR8SnobgzAUGWEDHXaUIhyxrN52C7HuzpjaI34oEhiouFMbfZpMnL2uc91XI7BZA66KqE9YsxaX7bUcMrCxBxfW07ecXE2mcOaqIl1DQHwKWl9ImvjbCIHnybjSq8nL2SoiPpU7FgVLl40yhLD6ogPiTJJYNpyit/9eNZGc9DAlR1RJHLis0VyKVYymw3n/LwJeDmW7eJMIgddkbCtNYw6v4auej9G0uX3qdnYjrhzM5KyMJjMYShlYTSdBwNDS9DAlpYgrlgTw/vWNWBHWwSroz443tCZwsXubJ99fDQ96bFEzkEu70KRJPhUadJA/ZPxTPECaSxt4UwiB0OVMZSy0BjQ0ejXEPGpCGgyBiayZY8RfWMZxLM2Rr3vonBnK++Wv/By3PK/r1rnco4T8TTGs7Y4/kjigr9gx6oITE2hRZ4IqWE0xKIGMG/SWOH2JGNe1QWJ4cRYBkFdQdBQkM27aI/4EPYpCOoKFG/MbGl6HM/ki73LR4dTMFQZtuMibCi4pM4PQ5XRGNAxMD65J1iSmOgNclyEdAWWwyFJInGNmRp2tUfwi6PDcFwHTBK91Gui5rTJJZxzJHI2BpMWOqK+Yu9IYfGOnCNOvoaX2HOIE6DowRWvuaIjhhf7RtFZZ+Lt4TR0RfRsQwPGshZcl2Mim8fARBYbG4MYSVuImhp8qiSSA1kGY0B9QEfSEpP+JOaK7XFRtSGgK3BcjlTegQrAr8tgADRFgcPPDQGZegKzXBcBTXyniiQXa5t21YmhJ8dGUgjqCrI5G5mJLNbXBya9v3DCj2fzCOkqFJnB4SKpX9fgRzJro28kjZzDocsMIUPFaNqCqclwXdFLnrPF0JTL10SL339AV8v2UNqu6CkNGyoGEzmkLBt+TcFYJo+QocJ2ODpiPrwzlsFENj9ribvC2NZyY9jnImXZSFkOtreG0RrxYSRlobD3Fm7PN/p1bGsLTxriclVHFMD0CYgtIR3HSnrzR7yeSVOVoSpSMQFeW2ciZKh4b1c9xtIWfns6AYBDkmZPTkbS4iKk3lRn7eXjXNwRaQsZsF2OiZyNS9vDaAyeW1VtbczE6fFscTJsObbLkczZyLuu971w6IqMiE9cIAQ0GaYmw1DkGXt319UHcEmdHzJj4Hy8ODeBczFR06/J8GvisD+RsxHQFFi2643fB3yq+F3KEkPEpyKbd8AhquD4vde6XAxDChsqdIWh3vRhe1sEIykLiZyNqE/FRDaP351JFGPlEMcmxhgCmoLRjFWcMNoW9iGRtXFiPIMNU+IZy4h9pN6vYSXJ5sXxxq8xZPIuJAb0toSLz5+vd54QUn2UINcAWRI9DApQXAJOTKoTQyqagjouWx3Fr0+MIWaqk4rKFyZ7jGdFhYuRdB5Rn4qc4yBmalC9HtGAphRPVqujPrwxlJxUK1Xyxi5KTPR0DKcsaLIEnyJjZ1sYssSKVRJUSYINLkrGebdz+0bTiJkqHJdjKG2h3tQRz9qTTmwyE+Mkt7eGMVCYmMOAsUwemsyKJ43C8tkyY2gIaMjZDjpiJl49k4DCJDgSx8BEDgFdwTvxDAxFgqmKiXmFsmWFnklDEY8nS3o9VVnC2joTx0fTYBmGbN6BLp+r+exXRW9r0nIgMWdKVQkxjtBy3HMTF5kYZ5i0HJiajImcg5xlIxiQcWYiBzCOZi9ZGkzmYLkcpiLjsjURHDk1Dk0WCUnM1OBTZVzZEYUqS3jtbAJvj6SxOmJgOG1BZgwTWRsNAR1XrI5MSrRCuuiNmlq2bTSdR3dTEG1hAyFDwZH+cRiKDA6OmKkVFym4qiOKo0MpnEnmYCrypCV8C+KZPOr9GoZSOSRzNnK2i5gpkqiBiSyag/qMtXdH02J/eldnrJiEyxKD5bg4m8ihKahjR72/7IIJM40dDuoK/Kri/a1sNPg1tEd8CBkqFInh9cEEUpZT3J5PlaEEdEgsAdsFGDhOjWfREpre7sKKZ92NJn4/mIQLjrBe/uIhkbMR1FXEszYkBlyxJoqoOTmhU2QJW1pDeLFvTFwclmzPdjnGM3mAMbRHxDASU5MXtIx86evbIgZeHpgoXiTV+TWMeftR0nKQzjuoNzX0xdNgYPCpUjF5Vr0JvUFDLSbQzSEdx0fSSOVtrI6YqDNVqDJDa9gHAKjza8UqO2GfihPxDLK2SNDzjovmoA5Tk5HOOwgbCoaSFja3hBD2KVgT9cF2xTGl8NXYjouU5cLUaq+X9Xy92lnbQdAQdepthwPeHTpCyMpBCXKVFU4IPm8snwvRW5OzXeheT7DqHVh3tUemJQvtYR90WcJI2oLLOQK6DE1msBygzlRh6jLiGRt1plpcdY8xhoihIme70GQJmbwDyatY0RbzIWwoSOZsbGwMQpPPjZszNQUZ24LqVc+YyNlI5mx0xkxwAMOpPGzuwlRlhAwFE9k8hpIWOMQJmjEGXZHREjZwJpkFgxiDO5bJY1XYmHRLuLBISemKWp0xEyfjGfhUFYOJLCKGClWWEDVVjKTEstttEV+x/jEANAV1HBsR4ym51yPnUyU0BHREfSoO94/DdkUyJDGRrAR0BX6NY2d7BC/2jSHtJb4uF6XUwqaCMxM5vOGVkAOAVN5B1FTh93r4hvMaAj4VZ5MWdIUhnslj0JuIGTJkMZnQ22ZpUuPzJuwBItF69tgIWkKGN0ZZxVvDKW/oyOSfriQxtIZ0nJ7IFXtfkzkbIUPB6ogPksTQEjJwOphF31gaPc0hdMbM4nj3kKFiR3sE45k83hxK4qw3RMCviSRtNG0h4lOxtTWEZ98eQcKy0RY2MDCRQyLnYH2rgaGkNa2nz3E5htMWWoI6eppDk8rM+VQJXXV+tEUWtnohYwwdUR+OnJpA2KdM+/zupuC0REaVJXTGTLx2JoGIT4XukzHotVuRWPHOQTybx662CJpCBppDBoZTObw8MAGpTGKUtV00Bw28OZzE1ZfUT0uOC2KmhjVRHwYmsqgzNdhe6UaJAV31frRFfJPav1gRnwpZktB//1cwnMyhzZugm8iJ8d/NQZGMJy3bmyAqIeJTkMw5MBQxD6AtZOCd+76Mba1hNAZEgrypMYjVUd+McRa0BA28NZzCsc//L2QsB5c3B3FiLIMT8YyYeCnLaI8Y0BUZHXV+5ByO3937QPEi6UwiV5xcOdvCJ+eb1Jq2HHDwYvK/WLbLcXQ4BXP/l8E5x6nxDFpDxqRjs+Ny7zfKAUNB2nJAncaErCyUIFdZoTqv4ZVlsl0ORRGJMYM4oRd6H8v1pK1vDECTmVfNIA9VEsnfllAIriv6UX2KjDVTZkrX+VUcH0kjbTlgTIw9bghoaA2LbUlMTAAsLXO0qz2C//vGEHyqAgYHtusi5p3oTU0G54DjilrLDQENW1qCGEvnkc47+P3ZJHTvBCxu54pEQFck+CRWTIgLyaIsYdoJUZZExYOwoWAsLaE+oENXJJEAMhR7YEsVy78BGEpaCPvU4msUWcLOtjCePTaCsKFAUySMpCwwBjiuqISxpSWIw/3jMDUZo+k8GgMaDFlGMucgoMuwbPEdN5gagroCWQJWhX1YpYQAv4kRb6LW6YkcdFUG5xzrG86VdVoTNdE3ZRxoger14Oddji5vqEZjUJ9xX2oJGegbFeOzHZcjnXfwrrbwpNu56xsDSORsrI6WT8bCPhWXro4Wx5ieTeQQz9oI6gq2rQpDkSU0BnWcSeTQ2xLG6mgeL2Xi2NAQwGByZFK1CNtxMZzOY2OjH50x/7TbyroiY9MMK5zNVUNQR9inYEdbeFo8jLGyvXZr6/ywHXEhVOdXcWYih9cHk4iZYrJYzFTR2xJGk7dIhKZIaA37IDOGX/5uCNGShCzvLbrTGjZErenzLBm8viGAM4kchpKWlxibaI+YFU2MC0xNwbs7ozA3NKA/noZfU8S+6tcwmLLQGTORssRFlK7ICGgyFFkMCTBUGQFdQdhQ0fCHuyArMqRkDg0BDVtXhc+7bQCI+TW4Q0n0NbZjjVdr23LERXmhikyp9oiBYx2XwAh4+zgTE5gNRVzElya4LueiI8FxcTKexcbGyUOZShUmAs/2mvko3N17OdiMtrAPSl4sFz2pJBwD6v0qdEUuDvVRzzOkhxBSWyhBrrJCD7KmyHC5qFcbNBTITJyoWkMq6vyzn3Q76vxoChl4oW8UdaY2p6QjZKjIuwAYx47WMAbGs2jzbpUC009egEhQRVkuUYCu0BP71nASPkWMbUzlbfi8WExNgamJ3uj+8SzcvIpeb6Urx6tBFfGJxSs2NARwIp7BFu/5S+r98GtTxzeLRTQ6Y6a4LR/QUO+dTDc0zhxzY0BHPJMvjq8uPVFKTCTdnXUmdEUMrTAUGY0B0TsW0BVwzjGYtNAc1NDTHMJI2oIii97wJGyosoSNjQHUB7Tiyf90ikFTZOiyhDVRU1QeUSQkcqKEXOFk2hDQESoznKGg3Pcwk6ipIWKqyOQdJC1Rkm9qz2xAV3BVZ+y8t+6jpoaoqaG7KYhs3inWkwZEr7ypinGwMW9/8+sKYj4NmbwLU5O9nuM8trWGsCrim3Vbi+FTZbxrDvGUkiWG7pLfyNp6BarM8OuTcaxrCBT3wamaQgYuqTNxOpkr9vQnczbWNwYQ0GS0hvTzJrqaImFbawjxbB7tER/0WUrcVYKpKcBPfoI2ALkPXoeooRQrntT7NdT7NbSGDPhUcYeEQ1xIarJULNUmP/4EAKD++uvPewFQKqgr8GsK6p96HBG/Bvz5XkR94q7P6ogPr5yZKN7VKrS1/dlnoMgMqQ9cBwbx22z063jHS/ABMfxlPJuHyzkMRYbvPL+Pxa4UWej9NbzvyOViLH7Tf/9MjOn+4+vxxmAKl9SJOzKqJCb/rm8IgDFxof3O2PmrghBCagslyFUnVgVTJHGytxwXdV5PqCaL2+JzKQPkU2VcvjoKY449UaYqw3ZdBHQFjQENTVN6JmUJZW9bBjTFq+eah65I6Kr3o388A8UbCmJwkWyGSurqBnQFV3fVY2DAKiaGliMSKV2RikNHtpScfGNlbt+GDAU728NgwKQk83xWhQ0MTGTAIHoaS79PSWJY1+AvJirdTZMTbZ8qktyM7WJLS0jUag0ZUCWGY6NpMVESYkLT1N5rTRG9X01BHSMpC5yLW+lT2z1bkjT173I+a2MmfvXOGGKmhs4Z6qvOd1zr1PY2BHQ0BKa3qyWk49UzSeRdF9m8i57m4JImxwWVqATQGvZhi+1OGtJTTnNQx+pwFGPpPPpG07BdjqagDp8qT1rmeDb1Ab14YbcsvvQlAIB2/fXobgqiOWRgXcO5i8RCUl+oux7SFUilSaf3fvbHf1wc7jUXssTwnrUxpL/3TXFc+vO9Inbv+d7W6T3Ra779DTgux9sfuA6yVyO9OaRjJG3hZDyDOlPDyfEMZMbQ1eDHm4NJRH3atLruU9uxUI7LkbRsSIwhnrUxkcujNWhAVyR0f/chSBKQuu3DODORg+W4GE6J+RSlQy6agvqKm2RICKEEueoYY4DXi6x6VQvmeqKdaj6LPYiyZmza2LmCnW3TxzsDQMxUsbbOj1+fiBdnu7eFfcjmHfh1Ba63aMX5SIyhMaCjNVx+++Uwdm489rs6Y3M+8WmKhEvq/OKio8wFRLlkr1R9QMOp8eykXvX6gI6AriCTd/DmUKrs+EJNFgs2aLKEbavCooLGEpd1qvcmSm1uDi57fdWoqUGSGOpMDR0xs+yEu1olS2xS0jgTxljxAiFsKDjr9SYXnqtljDE0z+G3uak5iAE3UbFtzvUOCCB6e/OOV+ZSFr+hgK7g3Wvr8NyxEZyZyIkyjgzoqvOLlSgdjqztwpyy0FGBqBN/7vF4RixFP5ee5dGMhQ0NAZiajF++PYKApohhcHJh1U1xgRbxiTs3AV1BznYQm5IQ00p5hKw8lCBXmSIx9DaF8JtT4zBUGT3Ny7OqkiQxr5e6fBI108m+kEQwBkRNkQBtaAzA9WbKt0fOfwIGRIIc1BWsCi+sh3G+J5y5JAYz6YiZSOScabdIDVWM0V5bx8uuklZIkM+1delPkoos4co10aosPhDQFbz3krolGU9bi5pCxqxjwlcqxljVkn3Zm0w7nLKQtlx01anFOwSGIkGTWfGOhqnJeFdnHV4fTODwyXGoMsMlddNX+lTY5P0xnsnDcTlChjKH4whDfUArlt3UFRnZvIOAoRSrbdSZGtIhG78/m0TIULCpMbyiLg4JIeVdHGeyGqfKYvW3mKlOq06wlGKmOql4/XxMPX9KEoMiS3MeUylLWDGzukOGiivXRGd8viGgl00oJIlhR1tkKZtWVjVX5rpYkuOCWu81XmkYExVykpYDvypPuruzqSkIzausYmrnSuAFNHE3LOrTkMk7eH1wcu+3JDEUfhKOV6XGclyMpMWiK+cjMwZVEqts6gpDxha13EX9elE/OmyIxYM0RUZb1Fe2TCIhZGWhX3GN2FpmPN5SKzcGcK4kNvm25XxtagoWl9deCRY6wYZurRIyd4UVN4O6gga/CrXk96MpoiPBUCcfNwxF9oaMiaXgJa9cn6jQoYr67ZCQsuziZFnLcbGhPoC3R1Kzr1zp9RzLhQRZFhN5ZXZukSbJK1/pApMmHRJCVjZKkMmC6IqM4AJ7nwEsa085IRe173xnxbw//fC3cGwohZBXVrC0h15mYpGeTU3BSccPQz3XozyazkFhEsazeUzkRGm4QtIdz9iwOUdPUxCdqoRVYR8ipopfvjxU/KzCSpNFjBeT48JS9GKhF+DNL34DssSwy1uFVJUYdFo6mpALBmUpZEFmKoVFCKkx7e0r5v3m2g7U1WXR4NemDV+RJOaVUZxaT1uCT5UQ9WmiTF3KQsJy0BjQcDqRhaGK+s5+JqMlpCPiU4vVYer9GvyajJRlg0Ek0SfGMuhuCiJlidU3ZW9MdmtYR71fRzInVkzMt7VB8iYNq7Jo23yqfBBCahslyIQQciH7j/8Q/3vrrTX/fuU/f4COWV67vmF6mURVFsvJb2wM4I2hJByXY61X1/yFvlGEdAVrIj5YjjttwSTGGC6p9+NoRqy21xLSkfdWMh2YyCFmqsXhVYUhaQ0BDQPjWdiPPiqGmd11JxhjMFTpvEtQE0JWDkqQCSHkQvaNb4j/XWiCu5zvP89rZ1reunQyrKnJWB01wTlHvV/Dunr/rHWnA7qCDUE/jg6nsbklhPGsDcfl8KlS2SETqixhTcwE/4E3dN2OfYEAAA/GSURBVOSuOwGI0pg05YCQCwclyIQQQi4Ia6I+5Gwx6Y4xhl3tkTktntQR8xeXqg8bCuKZPPyaMmtVlqm58Hzq0BNCah/NKCCEEHJBMDVlUi+zT5XnVIpPlljxfS1BA4mcA1We3yInhJALCyXIhBBCiKcxqMOvyVAkCe3LsFQ6IaQ20T0hQgghxKMpEravCkOV2YxjngkhFz5KkAkh5EL2n/+5ct6/2G1VyJyWEK+RthJClgYlyIQQciGrr18571/stpbTSmorIWTeaAwyIYRcyL79bfFvJbx/sdtaTiuprYSQeaMEmRBCLmSUIC+NldRWQsi8UYJMCCGEEEJICUqQCSGEEEIIKUEJMiGEEEIIISUoQSaEEEIIIaQElXkjhJAL2RNPrJz3L3Zby2kltZUQMm+UIBNCyIXMNFfO+xe7reW0ktpKCJk3GmJBCCEXsn/5F/FvJbx/sdtaTiuprYSQeatKgvyZz3wGGzduRG9vL2666SbE4/Hic/v370dXVxc2bNiAp59+uvj4U089hQ0bNqCrqwv33Xdf8fHjx4/j8ssvx7p163DrrbfCsiwAQC6Xw6233oquri5cfvnl6OvrW7b4CCGkZnz/++LfSnj/Yre1nFZSWwkh81aVBHn37t145ZVX8Nvf/hbr16/H/v37AQCvvfYaDhw4gFdffRVPPfUUPvnJT8JxHDiOg7vuugtPPvkkXnvtNTz66KN47bXXAAD33HMP7r77brz11luIRqN4+OGHAQAPP/wwotEojh49irvvvhv33HNPNUIlhBBCCCErTFUS5GuvvRaKIoY/X3HFFejv7wcAPPbYY9i7dy90XUdnZye6urpw6NAhHDp0CF1dXVi7di00TcPevXvx2GOPgXOOn//859izZw8A4KMf/Sh+9KMfFT/rox/9KABgz549OHjwIDjnVYiWEEIIIYSsJFWfpPfv//7vuPXWWwEAp06dwhVXXFF8rq2tDadOnQIAtLe3T3r8f/7nfzAyMoJIJFJMtktff+rUqeJ7FEVBOBzGyMgI6uvrp7XhoYcewkMPPQQAOHPmDAYGBpYg0vKGhoaWbVvVRrFemCjW2lbnDTsbmcdxrTTOhbx/odtf7LYWYqF/02q0dbFW4v67UBdLrBdLnMDyx7pkCfL73/9+nDlzZtrjn//853HjjTcW/1tRFNx+++0AULaHlzEG13XLPj7T62f7rHI+/vGP4+Mf/zgAYNeuXWhtbZ0prCWx3NurJor1wkSx1jBNAzD/dhdfv8D3L2j7i93WAi1oe1Vq62KttPYuxsUS68USJ7C8sS5ZgvzMM8/M+vwjjzyCn/70pzh48GAxcW1ra8PJkyeLr+nv7y9+GeUer6+vRzweh23bUBRl0usLn9XW1gbbtjE+Po5YLHbedvf19WHXrl3zjnehhoaG0NDQsGzbqyaK9cJEsa4Q8ziulY1zscfF+bx/JR2Dl7Gti7Wi9995ulhivVjiBJYu1hmLOPAqePLJJ3l3dzcfHByc9Pgrr7zCe3t7eTab5ceOHeOdnZ3ctm2ez+d5Z2cnP3bsGM/lcry3t5e/8sornHPO9+zZwx999FHOOeef+MQn+IMPPsg55/zrX/86/8QnPsE55/zRRx/lt9xyyzJGOHc7d+6sdhOWDcV6YaJYLzwXS5ycU6wXqosl1oslTs6XP9aqjEH+q7/6K+RyOezevRuAmKj3r//6r+jp6cGf/umfYtOmTVAUBQ8++CBkWQYAfP3rX8cHPvABOI6DO++8Ez09PQCA+++/H3v37sXf/d3fYfv27di3bx8AYN++ffizP/szdHV1IRaL4cCBA9UIlRBCCCGErDBVSZCPHj0643Of/exn8dnPfnba49dddx2uu+66aY+vXbsWhw4dmva4YRj4wQ9+sLiGEkIIIYSQi478uc997nPVbsTFbufOndVuwrKhWC9MFOuF52KJE6BYL1QXS6wXS5zA8sbKOKfiwIQQQgghhBRUZaEQQgghhBBCahUlyIQQQgghhJSgBHkJnDx5EldffTW6u7vR09ODr371qwCA0dFR7N69G+vWrcPu3bsxNjYGAHj99ddx5ZVXQtd1fPGLX5z0WXfeeScaGxuxefPmZY/jfCoV50yfU0sqFWs2m8Vll12GrVu3oqenB/fee29V4plNJfdfAHAcB9u3b8f111+/rHHMRSVj7ejowJYtW7Bt27ZlraU+F5WMMx6PY8+ePdi4cSO6u7vx4osvLns8s6lUrG+88Qa2bdtW/BcKhfCVr3ylKjHNpJJ/1y9/+cvo6enB5s2bcdtttyGbzS57PLOpZKxf/epXsXnzZvT09Kz4v+n3vvc99Pb2ore3F1dddRVefvnl4mc99dRT2LBhA7q6unDfffdVJZ7ZVDLWJcmVlrWo3EViYGCAHz58mHPO+cTEBF+3bh1/9dVX+Wc+8xm+f/9+zjnn+/fv53/zN3/DOef87Nmz/NChQ/xv//Zv+T//8z9P+qxf/vKX/PDhw7ynp2d5g5iDSsU50+fUkkrF6rouTyQSnHPOLcvil112GX/xxReXOZrZVXL/5ZzzL33pS/y2227jH/rQh5YviDmqZKxr1qzhQ0NDyxvAHFUyzo985CP8m9/8Juec81wux8fGxpYxkvOr9P7LOee2bfOmpibe19e3PEHMUaVi7e/v5x0dHTydTnPOOb/lllv4t771reUN5jwqFevvfvc73tPTw1OpFM/n8/x973sff/PNN5c/oBnMN87nn3+ej46Ocs45f+KJJ/hll13GORf77Nq1a/nbb79dXD9ipZ9XZ4qV86XJlShBXgY33HAD/9nPfsbXr1/PBwYGOOdix1i/fv2k1917771lD9DHjx+vyQR5qsXGOfVzalklYk2lUnz79u38V7/61ZK3dzEWE+vJkyf5Nddcww8ePFiTCfJUi4m1lhPkqRYa5/j4OO/o6OCu6y5rexejEr/Vp59+ml911VVL3tbFWmis/f39vK2tjY+MjPB8Ps8/9KEP8aeffnpZ2z5fC431+9//Pt+3b1/x///jP/4jv//++5en0Qsw1zg553x0dJS3trZyzjl/4YUX+LXXXlt87gtf+AL/whe+sDyNXqCFxlpQ6VyJhlgssb6+Phw5cgSXX345zp49i5aWFgBAS0sLBgcHq9y6yqlUnKWfU6sWG6vjONi2bRsaGxuxe/fuCzrWT33qU3jggQcgSbV/qFlsrIwxXHvttdi5cyceeuihpW7ugi0mzmPHjqGhoQF/8Rd/ge3bt+NjH/sYUqnUcjR7QSp1XDpw4ABuu+22pWpmRSwm1lWrVuGv//qvsXr1arS0tCAcDuPaa69djmYvyGJi3bx5M5599lmMjIwgnU7jiSeewMmTJ5ej2fM23zgffvhhfPCDHwQAnDp1Cu3t7cXn2tracOrUqeVp+AIsJtalUvtnrRUsmUziwx/+ML7yla8gFApVuzlLplJxroTvqxJtlGUZv/nNb9Df349Dhw7hlVdeqXArK2Oxsf70pz9FY2PjiqjRWYm/6/PPP4+XXnoJTz75JB588EE8++yzFW7l4i02Ttu28dJLL+Ev//IvceTIEfj9/poc2whU7nhiWRZ+/OMf45Zbbqlg6yprsbGOjY3hsccew/HjxzEwMIBUKoXvfve7S9DSxVtsrN3d3bjnnnuwe/du/NEf/RG2bt0KRanKmmmzmm+cv/jFL/Dwww/j/vvvBwDwMhV8GWMVb2clLDbWpUIJ8hLJ5/P48Ic/jNtvvx0333wzAKCpqQmnT58GAJw+fRqNjY3VbGJFVCrOcp9Tayr9N41EInjve9+Lp556aknauxiViPX555/Hj3/8Y3R0dGDv3r34+c9/jjvuuGPJ2z5flfq7tra2AgAaGxtx0003lV3hs5oqEWdbWxva2tqKdz327NmDl156aWkbvgCV/K0++eST2LFjB5qampasvYtRiVifeeYZdHZ2oqGhAaqq4uabb8YLL7yw5G2fr0r9Xfft24eXXnoJzz77LGKxGNatW7ek7Z6v+cb529/+Fh/72Mfw2GOPoa6uDoD4rZb2jPf39xePUbWkErEuFUqQlwDnHPv27UN3dzc+/elPFx+/4YYb8MgjjwAAHnnkEdx4443VamJFVCrOmT6nllQq1qGhIcTjcQBAJpPBM888g40bNy5dwxegUrHu378f/f396Ovrw4EDB3DNNdfUXK9UpWJNpVJIJBLF//7Zz35WU5VnKhVnc3Mz2tvb8cYbbwAADh48iE2bNi1dwxeg0sffRx99tGaHV1Qq1tWrV+NXv/oV0uk0OOc4ePAguru7l7Tt81XJv2vhlv2JEyfwX//1XzX1951vnCdOnMDNN9+M73znO1i/fn3x9ZdeeineeustHD9+HJZl4cCBA7jhhhuWN5jzqFSsS9lAUmHPPfccB8C3bNnCt27dyrdu3coff/xxPjw8zK+55hre1dXFr7nmGj4yMsI55/z06dN81apVPBgM8nA4zFetWsXHx8c555zv3buXNzc3c0VR+KpVq/i//du/VTO0SSoV50yfU0sqFevLL7/Mt23bxrds2cJ7enr4P/zDP1Q5sukquf8W/OIXv6jJSXqVivXtt9/mvb29vLe3l2/atIn/0z/9U5Ujm6ySf9MjR47wnTt38i1btvAbb7yxOKu8VlQy1lQqxWOxGI/H49UMaUaVjPXv//7v+YYNG3hPTw+/4447eDabrWZo01Qy1ne/+928u7ub9/b28meeeaaaYU0z3zj37dvHI5FI8bU7d+4sftbjjz/O161bx9euXVtzxyTOKxvrUuRKtNQ0IYQQQgghJWiIBSGEEEIIISUoQSaEEEIIIaQEJciEEEIIIYSUoASZEEIIIYSQEpQgE0IIIYQQUoISZEIIuYh97nOfwxe/+MVqN4MQQmoKJciEEEIIIYSUoASZEEIuMp///OexYcMGvP/97y+uive1r30NmzZtQm9vL/bu3VvlFhJCSHUp1W4AIYSQ5XP48GEcOHAAR44cgW3b2LFjB3bu3In77rsPx48fh67rxeXQCSHkYkU9yIQQchF57rnncNNNN8E0TYRCIdxwww0AgN7eXtx+++347ne/C0WhvhNCyMWNEmRCCLnIMMamPfb444/jrrvuwuHDh7Fz507Ytl2FlhFCSG2gBJkQQi4if/AHf4Af/vCHyGQySCQS+MlPfgLXdXHy5ElcffXVeOCBBxCPx5FMJqvdVEIIqRq6j0YIIReRHTt24NZbb8W2bduwZs0avOc97wFjDHfccQfGx8fBOcfdd9+NSCRS7aYSQkjVMM45r3YjCCGEEEIIqRU0xIIQQgghhJASlCATQgghhBBSghJkQgghhBBCSlCCTAghhBBCSAlKkAkhhBBCCClBCTIhhBBCCCElKEEmhBBCCCGkxP8H5/8jpeedsgQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 12 forecasts with cutoffs between 2013-06-14 14:49:13 and 2018-11-15 14:49:13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 44.44%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet()\n",
    "prophet.add_country_holidays(country_name='RU')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=365, freq='D')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='730 days', period='180 days', horizon = '365 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 12 forecasts with cutoffs between 2013-06-14 14:49:13 and 2018-11-15 14:49:13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 49.88%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='linear',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.95,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=False,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  holidays_prior_scale=10,\n",
    "                  changepoint_prior_scale=.01,\n",
    "                  mcmc_samples=0)\n",
    "prophet.add_country_holidays(country_name='RU')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=1095, freq='D')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='730 days', period='180 days', horizon = '365 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2014-05-30 14:49:13 and 2016-11-15 14:49:13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 99.77%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='logistic',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.95,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=False,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  holidays_prior_scale=10,\n",
    "                  changepoint_prior_scale=.01,\n",
    "                  mcmc_samples=0)\n",
    "prophet.add_country_holidays(country_name='RU')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=1095, freq='D')\n",
    "future['cap'] = cap\n",
    "future['floor'] = floor\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='1095 days', period='180 days', horizon = '1095 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x1080 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2014-05-30 14:49:13 and 2016-11-15 14:49:13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 99.82%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='logistic',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.95,\n",
    "                  yearly_seasonality=True,\n",
    "                  weekly_seasonality=True,\n",
    "                  daily_seasonality=True,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='multiplicative',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  holidays_prior_scale=10,\n",
    "                  changepoint_prior_scale=.01,\n",
    "                  mcmc_samples=0)\n",
    "prophet.add_country_holidays(country_name='RU')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=1095, freq='D')\n",
    "future['cap'] = cap\n",
    "future['floor'] = floor\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='1095 days', period='180 days', horizon = '1095 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Making 6 forecasts with cutoffs between 2014-05-30 14:49:13 and 2016-11-15 14:49:13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mape: 99.77%\n"
     ]
    }
   ],
   "source": [
    "prophet = Prophet(growth='logistic',\n",
    "                  n_changepoints=25,\n",
    "                  changepoint_range=0.95,\n",
    "                  yearly_seasonality=False,\n",
    "                  weekly_seasonality=False,\n",
    "                  daily_seasonality=False,\n",
    "                  holidays=None,\n",
    "                  seasonality_mode='additive',\n",
    "                  seasonality_prior_scale=10,\n",
    "                  holidays_prior_scale=10,\n",
    "                  changepoint_prior_scale=.01,\n",
    "                  mcmc_samples=0)\n",
    "prophet.add_country_holidays(country_name='RU')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=1095, freq='D')\n",
    "future['cap'] = 800000\n",
    "future['floor'] = floor\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "df_cv = cross_validation(prophet, initial='1095 days', period='180 days', horizon = '1095 days')\n",
    "df_p = performance_metrics(df_cv)\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()\n",
    "print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
